Jeffery Kaneda is a forward-thinking pioneer in AI and technology, known for sharing cutting-edge tools and practical applications with his audience. With an emphasis on AI-powered innovation, he effortlessly bridges complex tech concepts and everyday usability. His exciting content inspires both tech enthusiasts and developers to embrace the future of digital creativity.
Jeffery’s tweets are so packed with AI tech goodness, even his breakfast must get upgraded by a robot chef—though we’re still waiting for his smart toaster to finally listen and stop burning the toast!
Successfully curated and shared a suite of practical AI tools including an open-source AI voice synth and simultaneous translation tech, positioning himself as a key guide in the AI innovation space.
To accelerate AI adoption by demystifying advanced tools and enabling audiences to create impactful, practical tech solutions that enhance productivity and communication.
He values openness in technology, pushing for accessible AI tools that empower rather than intimidate, and believes innovation is best when it serves real-world needs and connects people across languages and borders.
Exceptional ability to identify and communicate innovative AI technologies clearly and engagingly, fostering tech curiosity and adoption through informative and relatable content.
Might sometimes focus heavily on technical tools which could overwhelm casual followers who prefer simpler or more human-centered stories, potentially limiting broader appeal.
Leverage X’s trending AI and tech hashtags while regularly responding to followers’ queries and sharing behind-the-scenes development insights, to deepen engagement and build a community of inspired creators and problem-solvers.
Jeffery’s top tweet about turning old photos into videos has captivated over 380,000 viewers, showing his knack for combining tech with emotional storytelling.
I help online vendors and organisations fix the hidden gaps in their CRM process, so clients stay happy and the business grows. iResearch | iBuild | iAutomate
{"data":{"__meta":{"device":false,"path":"/creators/JefferyTatsuya"},"/creators/JefferyTatsuya":{"data":{"user":{"id":"38167656","name":"Jeffery Kaneda 金田達也","description":"https://t.co/XMkEfLzyoK\n\n- https://t.co/TAbYHGeBnW (AI搜索引擎）\n- https://t.co/OZfPxx93LH （企业知识引擎）\n\n- https://t.co/eRORaOHar0 Felo字幕会议纪要","followers_count":18409,"friends_count":1400,"statuses_count":2982,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1088218171083878400/cdo7t7mw_normal.jpg","screen_name":"JefferyTatsuya","location":"Tokyo","entities":{"description":{"urls":[{"display_url":"Sparticle.com","expanded_url":"http://Sparticle.com","url":"https://t.co/XMkEfLzyoK","indices":[0,23]},{"display_url":"Felo.ai","expanded_url":"https://Felo.ai","url":"https://t.co/TAbYHGeBnW","indices":[27,50]},{"display_url":"GBase.ai","expanded_url":"https://GBase.ai","url":"https://t.co/OZfPxx93LH","indices":[62,85]},{"display_url":"subtitles.felo.me","expanded_url":"https://subtitles.felo.me","url":"https://t.co/eRORaOHar0","indices":[98,121]}]},"url":{"urls":[{"display_url":"jeff.circleo.me","expanded_url":"http://jeff.circleo.me","url":"https://t.co/JwGdZKc1gJ","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Jeffery Kaneda is a forward-thinking pioneer in AI and technology, known for sharing cutting-edge tools and practical applications with his audience. With an emphasis on AI-powered innovation, he effortlessly bridges complex tech concepts and everyday usability. His exciting content inspires both tech enthusiasts and developers to embrace the future of digital creativity.","facts":"Jeffery’s top tweet about turning old photos into videos has captivated over 380,000 viewers, showing his knack for combining tech with emotional storytelling.","purpose":"To accelerate AI adoption by demystifying advanced tools and enabling audiences to create impactful, practical tech solutions that enhance productivity and communication.","beliefs":"He values openness in technology, pushing for accessible AI tools that empower rather than intimidate, and believes innovation is best when it serves real-world needs and connects people across languages and borders.","strength":"Exceptional ability to identify and communicate innovative AI technologies clearly and engagingly, fostering tech curiosity and adoption through informative and relatable content.","weakness":"Might sometimes focus heavily on technical tools which could overwhelm casual followers who prefer simpler or more human-centered stories, potentially limiting broader appeal.","recommendation":"Leverage X’s trending AI and tech hashtags while regularly responding to followers’ queries and sharing behind-the-scenes development insights, to deepen engagement and build a community of inspired creators and problem-solvers.","roast":"Jeffery’s tweets are so packed with AI tech goodness, even his breakfast must get upgraded by a robot chef—though we’re still waiting for his smart toaster to finally listen and stop burning the toast!","win":"Successfully curated and shared a suite of practical AI tools including an open-source AI voice synth and simultaneous translation tech, positioning himself as a key guide in the AI innovation space."},"tweets":[{"bookmarked":false,"display_text_range":[0,49],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638655287296","indices":[50,73],"media_key":"7_1801812638655287296","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1801812638655287296/pu/img/sGSeSb9NbRcdbTq6.jpg","type":"video","url":"https://t.co/uGriiUEXOu","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1024,"w":1024,"resize":"fit"},"medium":{"h":1024,"w":1024,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1024,"focus_rects":[]},"video_info":{"aspect_ratio":[1,1],"duration_millis":5042,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/pl/uUNOXMp-xFx24ZYe.m3u8?tag=12"},{"bitrate":432000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/320x320/7pmC7fsemeCA0NxC.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/540x540/cqk1Fjm3XNo9aGpU.mp4?tag=12"},{"bitrate":1280000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/720x720/YMFmYXDVzKyL_LY0.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1801812638655287296"}}},{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638651060228","indices":[50,73],"media_key":"3_1801812638651060228","media_url_https":"https://pbs.twimg.com/media/GQFTDGabEAQKtG-.jpg","type":"photo","url":"https://t.co/uGriiUEXOu","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]},"medium":{"faces":[{"x":699,"y":457,"h":150,"w":150},{"x":278,"y":191,"h":199,"w":199}]},"small":{"faces":[{"x":396,"y":258,"h":85,"w":85},{"x":158,"y":108,"h":112,"w":112}]},"orig":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]}},"sizes":{"large":{"h":2048,"w":2048,"resize":"fit"},"medium":{"h":1200,"w":1200,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":0,"y":0,"w":2048,"h":2048},{"x":0,"y":0,"w":1796,"h":2048},{"x":153,"y":0,"w":1024,"h":2048},{"x":0,"y":0,"w":2048,"h":2048}]},"media_results":{"result":{"media_key":"3_1801812638651060228"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"lumalabs.ai","expanded_url":"http://lumalabs.ai","url":"https://t.co/AqEWaiAkJw","indices":[0,23]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638655287296","indices":[50,73],"media_key":"7_1801812638655287296","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1801812638655287296/pu/img/sGSeSb9NbRcdbTq6.jpg","type":"video","url":"https://t.co/uGriiUEXOu","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1024,"w":1024,"resize":"fit"},"medium":{"h":1024,"w":1024,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1024,"focus_rects":[]},"video_info":{"aspect_ratio":[1,1],"duration_millis":5042,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/pl/uUNOXMp-xFx24ZYe.m3u8?tag=12"},{"bitrate":432000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/320x320/7pmC7fsemeCA0NxC.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/540x540/cqk1Fjm3XNo9aGpU.mp4?tag=12"},{"bitrate":1280000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/720x720/YMFmYXDVzKyL_LY0.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1801812638655287296"}}},{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638651060228","indices":[50,73],"media_key":"3_1801812638651060228","media_url_https":"https://pbs.twimg.com/media/GQFTDGabEAQKtG-.jpg","type":"photo","url":"https://t.co/uGriiUEXOu","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]},"medium":{"faces":[{"x":699,"y":457,"h":150,"w":150},{"x":278,"y":191,"h":199,"w":199}]},"small":{"faces":[{"x":396,"y":258,"h":85,"w":85},{"x":158,"y":108,"h":112,"w":112}]},"orig":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]}},"sizes":{"large":{"h":2048,"w":2048,"resize":"fit"},"medium":{"h":1200,"w":1200,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":0,"y":0,"w":2048,"h":2048},{"x":0,"y":0,"w":1796,"h":2048},{"x":153,"y":0,"w":1024,"h":2048},{"x":0,"y":0,"w":2048,"h":2048}]},"media_results":{"result":{"media_key":"3_1801812638651060228"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1801813107695583564","view_count":384079,"bookmark_count":1216,"created_at":1718420695000,"favorite_count":2158,"quote_count":20,"reply_count":62,"retweet_count":513,"user_id_str":"38167656","conversation_id_str":"1801813107695583564","full_text":"https://t.co/AqEWaiAkJw 一种玩法\n\n让老照片变成视频，还真的是挺让人感动的 https://t.co/uGriiUEXOu","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[{"indices":[16,21],"text":"Bark"},{"indices":[111,115],"text":"TTS"},{"indices":[116,127],"text":"opensource"},{"indices":[128,131],"text":"AI"},{"indices":[132,143],"text":"voiceclone"}],"media":[{"display_url":"pic.x.com/F6LrMEd3Xf","expanded_url":"https://x.com/JefferyTatsuya/status/1649591743866863617/video/1","id_str":"1649591205544747010","indices":[168,191],"media_key":"7_1649591205544747010","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1649591205544747010/pu/img/v7gjEkCYV3k1buQu.jpg","type":"video","url":"https://t.co/F6LrMEd3Xf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1044,"w":1604,"resize":"fit"},"medium":{"h":781,"w":1200,"resize":"fit"},"small":{"h":443,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1044,"width":1604,"focus_rects":[]},"video_info":{"aspect_ratio":[401,261],"duration_millis":61501,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/pl/YipMLJElFIM2Z-Bb.m3u8?tag=12&v=092"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/414x270/F0gZeAR51ga5z11b.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/552x360/DySuto62TmZCDIdl.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/1106x720/Ss8QtmLtHZlCoGLH.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1649591205544747010"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/suno-ai/bark","expanded_url":"https://github.com/suno-ai/bark","url":"https://t.co/wRPCHC4mjN","indices":[144,167]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/F6LrMEd3Xf","expanded_url":"https://x.com/JefferyTatsuya/status/1649591743866863617/video/1","id_str":"1649591205544747010","indices":[168,191],"media_key":"7_1649591205544747010","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1649591205544747010/pu/img/v7gjEkCYV3k1buQu.jpg","type":"video","url":"https://t.co/F6LrMEd3Xf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1044,"w":1604,"resize":"fit"},"medium":{"h":781,"w":1200,"resize":"fit"},"small":{"h":443,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1044,"width":1604,"focus_rects":[]},"video_info":{"aspect_ratio":[401,261],"duration_millis":61501,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/pl/YipMLJElFIM2Z-Bb.m3u8?tag=12&v=092"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/414x270/F0gZeAR51ga5z11b.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/552x360/DySuto62TmZCDIdl.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/1106x720/Ss8QtmLtHZlCoGLH.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1649591205544747010"}}}]},"favorited":true,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1649591743866863617","view_count":169571,"bookmark_count":749,"created_at":1682128294000,"favorite_count":1320,"quote_count":25,"reply_count":87,"retweet_count":454,"user_id_str":"38167656","conversation_id_str":"1649591743866863617","full_text":"开源AI语音合成技术巅峰之作——#Bark，确实惊艳！\n\n🎙️极具真实感的多种嗓音\n🎶音乐与人声的完美歌唱\n🌟丰富的背景噪音和音效\n🔊精准复制真实人声\n😆非语言交流：笑声、叹息和哭泣\n🌍多种外语口音\n\n🎧来体验下效果：\n\n#TTS #opensource #AI #voiceclone\nhttps://t.co/wRPCHC4mjN https://t.co/F6LrMEd3Xf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,100],"entities":{"hashtags":[{"indices":[10,25],"text":"FeloTranslator"},{"indices":[93,100],"text":"AI同声传译"}],"media":[{"display_url":"pic.x.com/VfxWWGMMpN","expanded_url":"https://x.com/JefferyTatsuya/status/1710092629936058683/video/1","id_str":"1710091996692639744","indices":[101,124],"media_key":"7_1710091996692639744","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1710091996692639744/pu/img/pky7lDLxbonh5-PM.jpg","type":"video","url":"https://t.co/VfxWWGMMpN","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":25982,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/pl/TBoUWgLa31y-jypz.m3u8?tag=12&v=eac"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/480x270/qzeQ0tJrB8-WsxWk.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/640x360/YaMVNsmKRN4_luYs.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/1280x720/6gcarNx-DdYh8Tlm.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1710091996692639744"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VfxWWGMMpN","expanded_url":"https://x.com/JefferyTatsuya/status/1710092629936058683/video/1","id_str":"1710091996692639744","indices":[101,124],"media_key":"7_1710091996692639744","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1710091996692639744/pu/img/pky7lDLxbonh5-PM.jpg","type":"video","url":"https://t.co/VfxWWGMMpN","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":25982,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/pl/TBoUWgLa31y-jypz.m3u8?tag=12&v=eac"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/480x270/qzeQ0tJrB8-WsxWk.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/640x360/YaMVNsmKRN4_luYs.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/1280x720/6gcarNx-DdYh8Tlm.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1710091996692639744"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1710092629936058683","view_count":169549,"bookmark_count":536,"created_at":1696552829000,"favorite_count":1130,"quote_count":6,"reply_count":35,"retweet_count":383,"user_id_str":"38167656","conversation_id_str":"1710092629936058683","full_text":"如果你手机里安装了 #FeloTranslator，带上任何耳机，就能从里面听到对面外国朋友说话的母语同声传译，就只有5秒钟的延迟。跟下面的视频一样（英->中）。\n\n你会有需要吗？#AI同声传译 https://t.co/VfxWWGMMpN","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rcshyXSBF0","expanded_url":"https://x.com/JefferyTatsuya/status/1809388544479359325/photo/1","id_str":"1809388391290793985","indices":[211,234],"media_key":"3_1809388391290793985","media_url_https":"https://pbs.twimg.com/media/GRw9J8OacAEIlvH.jpg","type":"photo","url":"https://t.co/rcshyXSBF0","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":70,"y":366,"h":74,"w":74},{"x":69,"y":550,"h":75,"w":75},{"x":65,"y":735,"h":80,"w":80},{"x":67,"y":919,"h":78,"w":78},{"x":69,"y":1106,"h":74,"w":74},{"x":67,"y":1289,"h":77,"w":77},{"x":67,"y":1476,"h":78,"w":78},{"x":64,"y":174,"h":83,"w":83},{"x":226,"y":1524,"h":101,"w":101}]},"medium":{"faces":[{"x":49,"y":260,"h":52,"w":52},{"x":49,"y":391,"h":53,"w":53},{"x":46,"y":523,"h":57,"w":57},{"x":47,"y":654,"h":55,"w":55},{"x":49,"y":788,"h":52,"w":52},{"x":47,"y":918,"h":54,"w":54},{"x":47,"y":1051,"h":55,"w":55},{"x":45,"y":123,"h":59,"w":59},{"x":161,"y":1086,"h":71,"w":71}]},"small":{"faces":[{"x":28,"y":147,"h":29,"w":29},{"x":27,"y":222,"h":30,"w":30},{"x":26,"y":297,"h":32,"w":32},{"x":27,"y":371,"h":31,"w":31},{"x":27,"y":447,"h":29,"w":29},{"x":27,"y":521,"h":31,"w":31},{"x":27,"y":596,"h":31,"w":31},{"x":25,"y":70,"h":33,"w":33},{"x":91,"y":616,"h":40,"w":40}]},"orig":{"faces":[{"x":70,"y":366,"h":74,"w":74},{"x":69,"y":550,"h":75,"w":75},{"x":65,"y":735,"h":80,"w":80},{"x":67,"y":919,"h":78,"w":78},{"x":69,"y":1106,"h":74,"w":74},{"x":67,"y":1289,"h":77,"w":77},{"x":67,"y":1476,"h":78,"w":78},{"x":64,"y":174,"h":83,"w":83},{"x":226,"y":1524,"h":101,"w":101}]}},"sizes":{"large":{"h":1684,"w":1190,"resize":"fit"},"medium":{"h":1200,"w":848,"resize":"fit"},"small":{"h":680,"w":481,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":1190,"focus_rects":[{"x":0,"y":803,"w":1190,"h":666},{"x":0,"y":494,"w":1190,"h":1190},{"x":0,"y":327,"w":1190,"h":1357},{"x":42,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":1190,"h":1684}]},"media_results":{"result":{"media_key":"3_1809388391290793985"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"felo.ai","expanded_url":"http://felo.ai","url":"https://t.co/aHe7ugrTDk","indices":[52,75]},{"display_url":"create.xyz","expanded_url":"http://create.xyz","url":"https://t.co/z0ErstdBMy","indices":[113,136]},{"display_url":"Glarity.app","expanded_url":"http://Glarity.app","url":"https://t.co/gKfFQWSWiJ","indices":[186,209]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rcshyXSBF0","expanded_url":"https://x.com/JefferyTatsuya/status/1809388544479359325/photo/1","id_str":"1809388391290793985","indices":[211,234],"media_key":"3_1809388391290793985","media_url_https":"https://pbs.twimg.com/media/GRw9J8OacAEIlvH.jpg","type":"photo","url":"https://t.co/rcshyXSBF0","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":70,"y":366,"h":74,"w":74},{"x":69,"y":550,"h":75,"w":75},{"x":65,"y":735,"h":80,"w":80},{"x":67,"y":919,"h":78,"w":78},{"x":69,"y":1106,"h":74,"w":74},{"x":67,"y":1289,"h":77,"w":77},{"x":67,"y":1476,"h":78,"w":78},{"x":64,"y":174,"h":83,"w":83},{"x":226,"y":1524,"h":101,"w":101}]},"medium":{"faces":[{"x":49,"y":260,"h":52,"w":52},{"x":49,"y":391,"h":53,"w":53},{"x":46,"y":523,"h":57,"w":57},{"x":47,"y":654,"h":55,"w":55},{"x":49,"y":788,"h":52,"w":52},{"x":47,"y":918,"h":54,"w":54},{"x":47,"y":1051,"h":55,"w":55},{"x":45,"y":123,"h":59,"w":59},{"x":161,"y":1086,"h":71,"w":71}]},"small":{"faces":[{"x":28,"y":147,"h":29,"w":29},{"x":27,"y":222,"h":30,"w":30},{"x":26,"y":297,"h":32,"w":32},{"x":27,"y":371,"h":31,"w":31},{"x":27,"y":447,"h":29,"w":29},{"x":27,"y":521,"h":31,"w":31},{"x":27,"y":596,"h":31,"w":31},{"x":25,"y":70,"h":33,"w":33},{"x":91,"y":616,"h":40,"w":40}]},"orig":{"faces":[{"x":70,"y":366,"h":74,"w":74},{"x":69,"y":550,"h":75,"w":75},{"x":65,"y":735,"h":80,"w":80},{"x":67,"y":919,"h":78,"w":78},{"x":69,"y":1106,"h":74,"w":74},{"x":67,"y":1289,"h":77,"w":77},{"x":67,"y":1476,"h":78,"w":78},{"x":64,"y":174,"h":83,"w":83},{"x":226,"y":1524,"h":101,"w":101}]}},"sizes":{"large":{"h":1684,"w":1190,"resize":"fit"},"medium":{"h":1200,"w":848,"resize":"fit"},"small":{"h":680,"w":481,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":1190,"focus_rects":[{"x":0,"y":803,"w":1190,"h":666},{"x":0,"y":494,"w":1190,"h":1190},{"x":0,"y":327,"w":1190,"h":1357},{"x":42,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":1190,"h":1684}]},"media_results":{"result":{"media_key":"3_1809388391290793985"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1809388544479359325","view_count":139836,"bookmark_count":1193,"created_at":1720226820000,"favorite_count":1125,"quote_count":6,"reply_count":11,"retweet_count":325,"user_id_str":"38167656","conversation_id_str":"1809388544479359325","full_text":"我日常最常用的，按用途分类的8个实用AI工具\n\n应用开发 → \"Dify\"\n最准确的AI搜索引擎 → \"https://t.co/aHe7ugrTDk\"\n设计 → \"Canva\"\n聊天机器人 → \"Coze\"\n网站创建 → \"https://t.co/z0ErstdBMy\"\n一体化工作空间 → \"Notion\"\n思维导图 → \"Mapify\"\n信息总结和网站翻译 → \"https://t.co/gKfFQWSWiJ\" https://t.co/rcshyXSBF0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/5TQIvg1mLX","expanded_url":"https://x.com/JefferyTatsuya/status/1728593657689952757/photo/1","id_str":"1728587100495462400","indices":[97,120],"media_key":"3_1728587100495462400","media_url_https":"https://pbs.twimg.com/media/F_0szzhawAAJGNv.jpg","type":"photo","url":"https://t.co/5TQIvg1mLX","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":576,"w":1199,"resize":"fit"},"medium":{"h":576,"w":1199,"resize":"fit"},"small":{"h":327,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":576,"width":1199,"focus_rects":[{"x":170,"y":0,"w":1029,"h":576},{"x":579,"y":0,"w":576,"h":576},{"x":615,"y":0,"w":505,"h":576},{"x":723,"y":0,"w":288,"h":576},{"x":0,"y":0,"w":1199,"h":576}]},"media_results":{"result":{"media_key":"3_1728587100495462400"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/5TQIvg1mLX","expanded_url":"https://x.com/JefferyTatsuya/status/1728593657689952757/photo/1","id_str":"1728587100495462400","indices":[97,120],"media_key":"3_1728587100495462400","media_url_https":"https://pbs.twimg.com/media/F_0szzhawAAJGNv.jpg","type":"photo","url":"https://t.co/5TQIvg1mLX","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":576,"w":1199,"resize":"fit"},"medium":{"h":576,"w":1199,"resize":"fit"},"small":{"h":327,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":576,"width":1199,"focus_rects":[{"x":170,"y":0,"w":1029,"h":576},{"x":579,"y":0,"w":576,"h":576},{"x":615,"y":0,"w":505,"h":576},{"x":723,"y":0,"w":288,"h":576},{"x":0,"y":0,"w":1199,"h":576}]},"media_results":{"result":{"media_key":"3_1728587100495462400"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1728593657689952757","view_count":303667,"bookmark_count":1217,"created_at":1700963818000,"favorite_count":1034,"quote_count":9,"reply_count":23,"retweet_count":325,"user_id_str":"38167656","conversation_id_str":"1728593657689952757","full_text":"如果你会写些Python甚至不会编码，现在用GPT-4 Vision + Streamlit 配合，也能编写很高质量的app。\n\n这篇文章列出了7个应用场景，给我们很强大的方法来快速搭建应用。 https://t.co/5TQIvg1mLX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":true,"lang":"zh","retweeted":false,"fact_check":null,"id":"1663776702450003968","view_count":207375,"bookmark_count":882,"created_at":1685510251000,"favorite_count":981,"quote_count":11,"reply_count":55,"retweet_count":397,"user_id_str":"38167656","conversation_id_str":"1663776702450003968","full_text":"使用大型语言模型（LLM）最让人头疼的就是学习Prompt，台湾有趣地将这样的职业译为“AI咒语咏唱师”。\n\n然而，每个人如果想要更好地使用AI，都应该学习一下Prompt的使用技巧。以下，我为大家推荐几个常见的Prompt库和教程，供大家参考。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"v0.dev","expanded_url":"http://v0.dev","url":"https://t.co/qCqriZ2EsQ","indices":[83,106]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1735824088910995486","view_count":134022,"bookmark_count":669,"created_at":1702687687000,"favorite_count":708,"quote_count":7,"reply_count":16,"retweet_count":210,"user_id_str":"38167656","conversation_id_str":"1735824088910995486","full_text":"🚀 前端代码自动生成的时代来临！\n\nVercel v0已向所有人开放。现在，每个人都能通过文本或图像生成代码化的用户界面。\n\n来看看大家发现的惊人使用方式！\n\n链接：https://t.co/qCqriZ2EsQ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,154],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587890462725","indices":[155,178],"media_key":"3_1649214587890462725","media_url_https":"https://pbs.twimg.com/media/FuMv7gWacAUA2XN.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":175,"y":1279,"h":105,"w":105},{"x":155,"y":977,"h":227,"w":227}]},"medium":{"faces":[{"x":102,"y":750,"h":62,"w":62},{"x":91,"y":573,"h":133,"w":133}]},"small":{"faces":[{"x":58,"y":425,"h":35,"w":35},{"x":51,"y":324,"h":75,"w":75}]},"orig":{"faces":[{"x":184,"y":1343,"h":111,"w":111},{"x":163,"y":1026,"h":239,"w":239}]}},"sizes":{"large":{"h":2048,"w":1228,"resize":"fit"},"medium":{"h":1200,"w":720,"resize":"fit"},"small":{"h":680,"w":408,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2149,"width":1289,"focus_rects":[{"x":0,"y":0,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":214,"y":0,"w":1075,"h":2149},{"x":0,"y":0,"w":1289,"h":2149}]},"media_results":{"result":{"media_key":"3_1649214587890462725"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587877871616","indices":[155,178],"media_key":"3_1649214587877871616","media_url_https":"https://pbs.twimg.com/media/FuMv7gTaUAAGfva.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":178,"y":860,"h":130,"w":130}]},"medium":{"faces":[{"x":143,"y":695,"h":105,"w":105}]},"small":{"faces":[{"x":81,"y":394,"h":59,"w":59}]},"orig":{"faces":[{"x":178,"y":860,"h":130,"w":130}]}},"sizes":{"large":{"h":1484,"w":1289,"resize":"fit"},"medium":{"h":1200,"w":1042,"resize":"fit"},"small":{"h":680,"w":591,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1484,"width":1289,"focus_rects":[{"x":0,"y":269,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":259,"y":0,"w":742,"h":1484},{"x":0,"y":0,"w":1289,"h":1484}]},"media_results":{"result":{"media_key":"3_1649214587877871616"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587869478912","indices":[155,178],"media_key":"3_1649214587869478912","media_url_https":"https://pbs.twimg.com/media/FuMv7gRaQAAsdU0.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":30,"y":980,"h":196,"w":196},{"x":28,"y":666,"h":234,"w":234}]},"medium":{"faces":[{"x":17,"y":573,"h":114,"w":114},{"x":16,"y":390,"h":137,"w":137}]},"small":{"faces":[{"x":9,"y":324,"h":64,"w":64},{"x":9,"y":220,"h":77,"w":77}]},"orig":{"faces":[{"x":60,"y":1960,"h":392,"w":392},{"x":56,"y":1332,"h":468,"w":468}]}},"sizes":{"large":{"h":2048,"w":444,"resize":"fit"},"medium":{"h":1200,"w":260,"resize":"fit"},"small":{"h":680,"w":147,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":4096,"width":888,"focus_rects":[{"x":0,"y":3336,"w":888,"h":497},{"x":0,"y":3140,"w":888,"h":888},{"x":0,"y":3078,"w":888,"h":1012},{"x":0,"y":2320,"w":888,"h":1776},{"x":0,"y":0,"w":888,"h":4096}]},"media_results":{"result":{"media_key":"3_1649214587869478912"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587965968384","indices":[155,178],"media_key":"3_1649214587965968384","media_url_https":"https://pbs.twimg.com/media/FuMv7goakAAmQ4I.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":1100,"resize":"fit"},"medium":{"h":1200,"w":645,"resize":"fit"},"small":{"h":680,"w":365,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2399,"width":1289,"focus_rects":[{"x":0,"y":178,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":89,"y":0,"w":1200,"h":2399},{"x":0,"y":0,"w":1289,"h":2399}]},"media_results":{"result":{"media_key":"3_1649214587965968384"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587890462725","indices":[155,178],"media_key":"3_1649214587890462725","media_url_https":"https://pbs.twimg.com/media/FuMv7gWacAUA2XN.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":175,"y":1279,"h":105,"w":105},{"x":155,"y":977,"h":227,"w":227}]},"medium":{"faces":[{"x":102,"y":750,"h":62,"w":62},{"x":91,"y":573,"h":133,"w":133}]},"small":{"faces":[{"x":58,"y":425,"h":35,"w":35},{"x":51,"y":324,"h":75,"w":75}]},"orig":{"faces":[{"x":184,"y":1343,"h":111,"w":111},{"x":163,"y":1026,"h":239,"w":239}]}},"sizes":{"large":{"h":2048,"w":1228,"resize":"fit"},"medium":{"h":1200,"w":720,"resize":"fit"},"small":{"h":680,"w":408,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2149,"width":1289,"focus_rects":[{"x":0,"y":0,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":214,"y":0,"w":1075,"h":2149},{"x":0,"y":0,"w":1289,"h":2149}]},"media_results":{"result":{"media_key":"3_1649214587890462725"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587877871616","indices":[155,178],"media_key":"3_1649214587877871616","media_url_https":"https://pbs.twimg.com/media/FuMv7gTaUAAGfva.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":178,"y":860,"h":130,"w":130}]},"medium":{"faces":[{"x":143,"y":695,"h":105,"w":105}]},"small":{"faces":[{"x":81,"y":394,"h":59,"w":59}]},"orig":{"faces":[{"x":178,"y":860,"h":130,"w":130}]}},"sizes":{"large":{"h":1484,"w":1289,"resize":"fit"},"medium":{"h":1200,"w":1042,"resize":"fit"},"small":{"h":680,"w":591,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1484,"width":1289,"focus_rects":[{"x":0,"y":269,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":259,"y":0,"w":742,"h":1484},{"x":0,"y":0,"w":1289,"h":1484}]},"media_results":{"result":{"media_key":"3_1649214587877871616"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587869478912","indices":[155,178],"media_key":"3_1649214587869478912","media_url_https":"https://pbs.twimg.com/media/FuMv7gRaQAAsdU0.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":30,"y":980,"h":196,"w":196},{"x":28,"y":666,"h":234,"w":234}]},"medium":{"faces":[{"x":17,"y":573,"h":114,"w":114},{"x":16,"y":390,"h":137,"w":137}]},"small":{"faces":[{"x":9,"y":324,"h":64,"w":64},{"x":9,"y":220,"h":77,"w":77}]},"orig":{"faces":[{"x":60,"y":1960,"h":392,"w":392},{"x":56,"y":1332,"h":468,"w":468}]}},"sizes":{"large":{"h":2048,"w":444,"resize":"fit"},"medium":{"h":1200,"w":260,"resize":"fit"},"small":{"h":680,"w":147,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":4096,"width":888,"focus_rects":[{"x":0,"y":3336,"w":888,"h":497},{"x":0,"y":3140,"w":888,"h":888},{"x":0,"y":3078,"w":888,"h":1012},{"x":0,"y":2320,"w":888,"h":1776},{"x":0,"y":0,"w":888,"h":4096}]},"media_results":{"result":{"media_key":"3_1649214587869478912"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587965968384","indices":[155,178],"media_key":"3_1649214587965968384","media_url_https":"https://pbs.twimg.com/media/FuMv7goakAAmQ4I.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":1100,"resize":"fit"},"medium":{"h":1200,"w":645,"resize":"fit"},"small":{"h":680,"w":365,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2399,"width":1289,"focus_rects":[{"x":0,"y":178,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":89,"y":0,"w":1200,"h":2399},{"x":0,"y":0,"w":1289,"h":2399}]},"media_results":{"result":{"media_key":"3_1649214587965968384"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1649215276213506048","view_count":127360,"bookmark_count":374,"created_at":1682038537000,"favorite_count":643,"quote_count":2,"reply_count":23,"retweet_count":186,"user_id_str":"38167656","conversation_id_str":"1649215276213506048","full_text":"近期 AI 开源社区的创新每天都涌现出惊人的成果。前天最引人注目的是 miniGPT4，据说其图像识别功能几乎可以媲美 GPT4：\n\n✍️ 仅凭简单的手绘草图，就能生成一个完整的网站\n📷 基于产品照片，可以自动生成广告口号\n🍜 基于一碗拉面，可以自动生成菜谱和制作过程\n🌿 基于植物叶子，还能识别出植物的病症 https://t.co/zatWiUq1wx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,186],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[53,59]},{"id_str":"1764818331822182400","name":"小互","screen_name":"imxiaohu","indices":[75,84]},{"id_str":"1669276256","name":"歸藏(guizang.ai)","screen_name":"op7418","indices":[102,109]},{"id_str":"1551258526584115204","name":"Will","screen_name":"FinanceYF5","indices":[126,137]},{"id_str":"6398252","name":"Bindu Reddy","screen_name":"bindureddy","indices":[154,165]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[171,178]}]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1773875521249772031","view_count":72015,"bookmark_count":691,"created_at":1711759855000,"favorite_count":581,"quote_count":2,"reply_count":19,"retweet_count":182,"user_id_str":"38167656","conversation_id_str":"1773875521249772031","full_text":"工作非常忙，但不想错过AI的进展怎么办？\n\n建议周末找个时间，过一遍如下这些账号，绝对不会错过：\n\n宝玉 @dotey ： 技术和行业\n小互 @imxiaohu : 新产品新技术，非常易懂\n歸藏 @op7418 ： 行业图片视频类\nWill @FinanceYF5： 行业数据一目了然\nBindu @bindureddy \n九原客 @9hills： 行业深入洞察","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,31],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/lqns4yZND8","expanded_url":"https://x.com/JefferyTatsuya/status/1839825752977748269/photo/1","id_str":"1839825743699947526","indices":[32,55],"media_key":"3_1839825743699947526","media_url_https":"https://pbs.twimg.com/media/GYhfxB3asAYpmqX.jpg","type":"photo","url":"https://t.co/lqns4yZND8","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":9,"y":209,"h":116,"w":116},{"x":100,"y":465,"h":120,"w":120},{"x":1405,"y":409,"h":360,"w":360}]},"medium":{"faces":[{"x":5,"y":122,"h":67,"w":67},{"x":58,"y":272,"h":70,"w":70},{"x":823,"y":240,"h":210,"w":210}]},"small":{"faces":[{"x":3,"y":69,"h":38,"w":38},{"x":33,"y":154,"h":39,"w":39},{"x":466,"y":136,"h":119,"w":119}]},"orig":{"faces":[{"x":12,"y":262,"h":145,"w":145},{"x":125,"y":582,"h":150,"w":150},{"x":1757,"y":512,"h":450,"w":450}]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1272,"width":2560,"focus_rects":[{"x":0,"y":0,"w":2271,"h":1272},{"x":0,"y":0,"w":1272,"h":1272},{"x":18,"y":0,"w":1116,"h":1272},{"x":258,"y":0,"w":636,"h":1272},{"x":0,"y":0,"w":2560,"h":1272}]},"media_results":{"result":{"media_key":"3_1839825743699947526"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/lqns4yZND8","expanded_url":"https://x.com/JefferyTatsuya/status/1839825752977748269/photo/1","id_str":"1839825743699947526","indices":[32,55],"media_key":"3_1839825743699947526","media_url_https":"https://pbs.twimg.com/media/GYhfxB3asAYpmqX.jpg","type":"photo","url":"https://t.co/lqns4yZND8","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":9,"y":209,"h":116,"w":116},{"x":100,"y":465,"h":120,"w":120},{"x":1405,"y":409,"h":360,"w":360}]},"medium":{"faces":[{"x":5,"y":122,"h":67,"w":67},{"x":58,"y":272,"h":70,"w":70},{"x":823,"y":240,"h":210,"w":210}]},"small":{"faces":[{"x":3,"y":69,"h":38,"w":38},{"x":33,"y":154,"h":39,"w":39},{"x":466,"y":136,"h":119,"w":119}]},"orig":{"faces":[{"x":12,"y":262,"h":145,"w":145},{"x":125,"y":582,"h":150,"w":150},{"x":1757,"y":512,"h":450,"w":450}]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1272,"width":2560,"focus_rects":[{"x":0,"y":0,"w":2271,"h":1272},{"x":0,"y":0,"w":1272,"h":1272},{"x":18,"y":0,"w":1116,"h":1272},{"x":258,"y":0,"w":636,"h":1272},{"x":0,"y":0,"w":2560,"h":1272}]},"media_results":{"result":{"media_key":"3_1839825743699947526"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1839825629795233946","quoted_status_permalink":{"url":"https://t.co/ErZ8xH6rAB","expanded":"https://twitter.com/JefferyTatsuya/status/1839825629795233946","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1839825752977748269","view_count":87048,"bookmark_count":473,"created_at":1727483616000,"favorite_count":513,"quote_count":1,"reply_count":6,"retweet_count":150,"user_id_str":"38167656","conversation_id_str":"1839825752977748269","full_text":"再也不用担心PPT做得不够漂亮了。felo 有大量美观的模版。 https://t.co/lqns4yZND8","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,173],"entities":{"hashtags":[{"indices":[166,173],"text":"Gemini"}],"media":[{"display_url":"pic.x.com/WzDZQWxSR8","expanded_url":"https://x.com/JefferyTatsuya/status/1743784863197729187/video/1","id_str":"1743784617810026496","indices":[174,197],"media_key":"7_1743784617810026496","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1743784617810026496/pu/img/WoWReVrxLVjBktah.jpg","type":"video","url":"https://t.co/WzDZQWxSR8","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1137,"w":2048,"resize":"fit"},"medium":{"h":666,"w":1200,"resize":"fit"},"small":{"h":377,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1584,"width":2854,"focus_rects":[]},"video_info":{"aspect_ratio":[1427,792],"duration_millis":8966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/pl/CiCgrcRQD0l1PFi4.m3u8?tag=12"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/vid/avc1/486x270/hyHLJ4OhcaYefFed.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/vid/avc1/648x360/pdJvoJLGJgbdIZHV.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/vid/avc1/1296x720/FJsKIWfeV5_ZARn8.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1743784617810026496"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WzDZQWxSR8","expanded_url":"https://x.com/JefferyTatsuya/status/1743784863197729187/video/1","id_str":"1743784617810026496","indices":[174,197],"media_key":"7_1743784617810026496","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1743784617810026496/pu/img/WoWReVrxLVjBktah.jpg","type":"video","url":"https://t.co/WzDZQWxSR8","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1137,"w":2048,"resize":"fit"},"medium":{"h":666,"w":1200,"resize":"fit"},"small":{"h":377,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1584,"width":2854,"focus_rects":[]},"video_info":{"aspect_ratio":[1427,792],"duration_millis":8966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/pl/CiCgrcRQD0l1PFi4.m3u8?tag=12"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/vid/avc1/486x270/hyHLJ4OhcaYefFed.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/vid/avc1/648x360/pdJvoJLGJgbdIZHV.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1743784617810026496/pu/vid/avc1/1296x720/FJsKIWfeV5_ZARn8.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1743784617810026496"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1743784863197729187","view_count":91430,"bookmark_count":500,"created_at":1704585683000,"favorite_count":501,"quote_count":2,"reply_count":10,"retweet_count":143,"user_id_str":"38167656","conversation_id_str":"1743784863197729187","full_text":"很多人知道Google Gemini，但觉得质量不如ChatGPT，不知道怎么使用。但Gemini是免费的，不用很可惜。\n\n现在可以通过Glarity来释放Gemini，瞬间让这个免费资源一下派上用场了。看下面视频：\n\n1. 在Glarity设置页里，按引导，轻松点击几下就可以配置Gemini模式\n2. 视频和搜索的总结很不错\n\n#Gemini https://t.co/WzDZQWxSR8","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,221],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/DigitalPhoneti…","expanded_url":"https://github.com/DigitalPhonetics/IMS-Toucan","url":"https://t.co/WGKnKux5fr","indices":[122,145]},{"display_url":"huggingface.co/docs/transform…","expanded_url":"https://huggingface.co/docs/transformers/model_doc/vits","url":"https://t.co/tCNfp22OiW","indices":[155,178]},{"display_url":"huggingface.co/coqui/XTTS-v2","expanded_url":"https://huggingface.co/coqui/XTTS-v2","url":"https://t.co/hOHDvBfVWI","indices":[45,68]},{"display_url":"github.com/Edresson/YourT…","expanded_url":"https://github.com/Edresson/YourTTS","url":"https://t.co/0mD6qpZATD","indices":[82,105]},{"display_url":"github.com/neonbjb/tortoi…","expanded_url":"https://github.com/neonbjb/tortoise-tts","url":"https://t.co/taCcZJA3Eo","indices":[192,215]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1747187592171553077","view_count":41765,"bookmark_count":509,"created_at":1705396957000,"favorite_count":448,"quote_count":6,"reply_count":24,"retweet_count":141,"user_id_str":"38167656","conversation_id_str":"1747187592171553077","full_text":"现在有哪些顶级的开源TTS模型？\n\n整理一下我收集到的。有没有补充？\n\n🔊 XTTS - https://t.co/hOHDvBfVWI\n🗣️ YourTTS - https://t.co/0mD6qpZATD\n🚀 FastSpeech2 - https://t.co/WGKnKux5fr\n🎵 VITS - https://t.co/tCNfp22OiW\n🐢 TorToiSe - https://t.co/taCcZJA3Eo\n(1/3)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/lpX6WEfsll","expanded_url":"https://x.com/JefferyTatsuya/status/1725154058376298591/photo/1","id_str":"1725147071068459008","indices":[136,159],"media_key":"3_1725147071068459008","media_url_https":"https://pbs.twimg.com/media/F_D0HvRXUAA10EW.png","type":"photo","url":"https://t.co/lpX6WEfsll","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"medium":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"small":{"faces":[{"x":40,"y":38,"h":207,"w":207}]},"orig":{"faces":[{"x":50,"y":48,"h":259,"w":259}]}},"sizes":{"large":{"h":477,"w":848,"resize":"fit"},"medium":{"h":477,"w":848,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":477,"width":848,"focus_rects":[{"x":0,"y":2,"w":848,"h":475},{"x":371,"y":0,"w":477,"h":477},{"x":405,"y":0,"w":418,"h":477},{"x":495,"y":0,"w":239,"h":477},{"x":0,"y":0,"w":848,"h":477}]},"media_results":{"result":{"media_key":"3_1725147071068459008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1314686042","name":"Rowan Cheung","screen_name":"rowancheung","indices":[100,112]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/lpX6WEfsll","expanded_url":"https://x.com/JefferyTatsuya/status/1725154058376298591/photo/1","id_str":"1725147071068459008","indices":[136,159],"media_key":"3_1725147071068459008","media_url_https":"https://pbs.twimg.com/media/F_D0HvRXUAA10EW.png","type":"photo","url":"https://t.co/lpX6WEfsll","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"medium":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"small":{"faces":[{"x":40,"y":38,"h":207,"w":207}]},"orig":{"faces":[{"x":50,"y":48,"h":259,"w":259}]}},"sizes":{"large":{"h":477,"w":848,"resize":"fit"},"medium":{"h":477,"w":848,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":477,"width":848,"focus_rects":[{"x":0,"y":2,"w":848,"h":475},{"x":371,"y":0,"w":477,"h":477},{"x":405,"y":0,"w":418,"h":477},{"x":495,"y":0,"w":239,"h":477},{"x":0,"y":0,"w":848,"h":477}]},"media_results":{"result":{"media_key":"3_1725147071068459008"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1725154058376298591","view_count":117862,"bookmark_count":456,"created_at":1700143753000,"favorite_count":447,"quote_count":4,"reply_count":15,"retweet_count":135,"user_id_str":"38167656","conversation_id_str":"1725154058376298591","full_text":"OpenAI + Zapier 已经可以定制企业的各种工作流Agent了。\n\nOpenAI的GPT，配合上Actions和Zapier，可以自动化处理超过1000个应用程序上的工作。 \n\n以下是来自 @rowancheung 将Action添加到定制GPT的高级教程： https://t.co/lpX6WEfsll","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,178],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/svpino/status/…","expanded_url":"https://twitter.com/svpino/status/1781665372619390984","url":"https://t.co/UP8v3hW3Zw","indices":[155,178]}],"user_mentions":[{"id_str":"1609206277657497601","name":"Monster API","screen_name":"monsterapis","indices":[31,43]}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1781665372619390984","quoted_status_permalink":{"url":"https://t.co/UP8v3hW3Zw","expanded":"https://twitter.com/svpino/status/1781665372619390984","display":"x.com/svpino/status/…"},"retweeted":false,"fact_check":null,"id":"1781831393896759731","view_count":47786,"bookmark_count":400,"created_at":1713656683000,"favorite_count":368,"quote_count":3,"reply_count":7,"retweet_count":100,"user_id_str":"38167656","conversation_id_str":"1781831393896759731","full_text":"太震撼了，我感觉现在所有人都能进行fine-tune了！🌟\n\n@monsterapis 已经把fine-tuning的技术门槛降到了前所未有的低度。现在你不需要任何编程知识就可以操作！\n\n他们的GPT，通过简单的对话就能完成以下步骤：\n\n1️⃣ 找到最适合你任务的数据集\n2️⃣ 指定模型和参数，启动微调过程\nhttps://t.co/UP8v3hW3Zw","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,80],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8eM9VxkSXG","expanded_url":"https://x.com/JefferyTatsuya/status/1841635116067725412/photo/1","id_str":"1841634645395570690","indices":[81,104],"media_key":"3_1841634645395570690","media_url_https":"https://pbs.twimg.com/media/GY7M89zbAAIs6uX.jpg","type":"photo","url":"https://t.co/8eM9VxkSXG","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1147,"w":1754,"resize":"fit"},"medium":{"h":785,"w":1200,"resize":"fit"},"small":{"h":445,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1147,"width":1754,"focus_rects":[{"x":0,"y":165,"w":1754,"h":982},{"x":84,"y":0,"w":1147,"h":1147},{"x":154,"y":0,"w":1006,"h":1147},{"x":370,"y":0,"w":574,"h":1147},{"x":0,"y":0,"w":1754,"h":1147}]},"media_results":{"result":{"media_key":"3_1841634645395570690"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8eM9VxkSXG","expanded_url":"https://x.com/JefferyTatsuya/status/1841635116067725412/photo/1","id_str":"1841634645395570690","indices":[81,104],"media_key":"3_1841634645395570690","media_url_https":"https://pbs.twimg.com/media/GY7M89zbAAIs6uX.jpg","type":"photo","url":"https://t.co/8eM9VxkSXG","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1147,"w":1754,"resize":"fit"},"medium":{"h":785,"w":1200,"resize":"fit"},"small":{"h":445,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1147,"width":1754,"focus_rects":[{"x":0,"y":165,"w":1754,"h":982},{"x":84,"y":0,"w":1147,"h":1147},{"x":154,"y":0,"w":1006,"h":1147},{"x":370,"y":0,"w":574,"h":1147},{"x":0,"y":0,"w":1754,"h":1147}]},"media_results":{"result":{"media_key":"3_1841634645395570690"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1841635116067725412","view_count":43689,"bookmark_count":369,"created_at":1727915002000,"favorite_count":360,"quote_count":4,"reply_count":8,"retweet_count":86,"user_id_str":"38167656","conversation_id_str":"1841635116067725412","full_text":"提示词工程师确实也没必要了。\n\n因为OpenAI的Playground支持智能生成prompt了。下面是我让他写出来的prompt，感觉还可以，可以多试个版本。 https://t.co/8eM9VxkSXG","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}],"ctweets":[{"bookmarked":false,"display_text_range":[0,128],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1846455047301091663","view_count":106826,"bookmark_count":246,"created_at":1729064163000,"favorite_count":292,"quote_count":4,"reply_count":89,"retweet_count":36,"user_id_str":"38167656","conversation_id_str":"1846455047301091663","full_text":"如果你对AI最新的发展方向感兴趣，找我聊聊，我们在招人：\n\n1. 企业级多Agent （AI员工可行了）\n2. Realtime API的落地应用\n3. 最精准最先进的企业知识问答\n\n可以选择国内、日本或者其他国家的工作地点。\n\n如果有推荐，我们也有重谢！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[{"indices":[16,21],"text":"Bark"},{"indices":[111,115],"text":"TTS"},{"indices":[116,127],"text":"opensource"},{"indices":[128,131],"text":"AI"},{"indices":[132,143],"text":"voiceclone"}],"media":[{"display_url":"pic.x.com/F6LrMEd3Xf","expanded_url":"https://x.com/JefferyTatsuya/status/1649591743866863617/video/1","id_str":"1649591205544747010","indices":[168,191],"media_key":"7_1649591205544747010","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1649591205544747010/pu/img/v7gjEkCYV3k1buQu.jpg","type":"video","url":"https://t.co/F6LrMEd3Xf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1044,"w":1604,"resize":"fit"},"medium":{"h":781,"w":1200,"resize":"fit"},"small":{"h":443,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1044,"width":1604,"focus_rects":[]},"video_info":{"aspect_ratio":[401,261],"duration_millis":61501,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/pl/YipMLJElFIM2Z-Bb.m3u8?tag=12&v=092"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/414x270/F0gZeAR51ga5z11b.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/552x360/DySuto62TmZCDIdl.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/1106x720/Ss8QtmLtHZlCoGLH.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1649591205544747010"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/suno-ai/bark","expanded_url":"https://github.com/suno-ai/bark","url":"https://t.co/wRPCHC4mjN","indices":[144,167]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/F6LrMEd3Xf","expanded_url":"https://x.com/JefferyTatsuya/status/1649591743866863617/video/1","id_str":"1649591205544747010","indices":[168,191],"media_key":"7_1649591205544747010","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1649591205544747010/pu/img/v7gjEkCYV3k1buQu.jpg","type":"video","url":"https://t.co/F6LrMEd3Xf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1044,"w":1604,"resize":"fit"},"medium":{"h":781,"w":1200,"resize":"fit"},"small":{"h":443,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1044,"width":1604,"focus_rects":[]},"video_info":{"aspect_ratio":[401,261],"duration_millis":61501,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/pl/YipMLJElFIM2Z-Bb.m3u8?tag=12&v=092"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/414x270/F0gZeAR51ga5z11b.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/552x360/DySuto62TmZCDIdl.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1649591205544747010/pu/vid/1106x720/Ss8QtmLtHZlCoGLH.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1649591205544747010"}}}]},"favorited":true,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1649591743866863617","view_count":169571,"bookmark_count":749,"created_at":1682128294000,"favorite_count":1320,"quote_count":25,"reply_count":87,"retweet_count":454,"user_id_str":"38167656","conversation_id_str":"1649591743866863617","full_text":"开源AI语音合成技术巅峰之作——#Bark，确实惊艳！\n\n🎙️极具真实感的多种嗓音\n🎶音乐与人声的完美歌唱\n🌟丰富的背景噪音和音效\n🔊精准复制真实人声\n😆非语言交流：笑声、叹息和哭泣\n🌍多种外语口音\n\n🎧来体验下效果：\n\n#TTS #opensource #AI #voiceclone\nhttps://t.co/wRPCHC4mjN https://t.co/F6LrMEd3Xf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,49],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638655287296","indices":[50,73],"media_key":"7_1801812638655287296","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1801812638655287296/pu/img/sGSeSb9NbRcdbTq6.jpg","type":"video","url":"https://t.co/uGriiUEXOu","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1024,"w":1024,"resize":"fit"},"medium":{"h":1024,"w":1024,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1024,"focus_rects":[]},"video_info":{"aspect_ratio":[1,1],"duration_millis":5042,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/pl/uUNOXMp-xFx24ZYe.m3u8?tag=12"},{"bitrate":432000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/320x320/7pmC7fsemeCA0NxC.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/540x540/cqk1Fjm3XNo9aGpU.mp4?tag=12"},{"bitrate":1280000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/720x720/YMFmYXDVzKyL_LY0.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1801812638655287296"}}},{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638651060228","indices":[50,73],"media_key":"3_1801812638651060228","media_url_https":"https://pbs.twimg.com/media/GQFTDGabEAQKtG-.jpg","type":"photo","url":"https://t.co/uGriiUEXOu","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]},"medium":{"faces":[{"x":699,"y":457,"h":150,"w":150},{"x":278,"y":191,"h":199,"w":199}]},"small":{"faces":[{"x":396,"y":258,"h":85,"w":85},{"x":158,"y":108,"h":112,"w":112}]},"orig":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]}},"sizes":{"large":{"h":2048,"w":2048,"resize":"fit"},"medium":{"h":1200,"w":1200,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":0,"y":0,"w":2048,"h":2048},{"x":0,"y":0,"w":1796,"h":2048},{"x":153,"y":0,"w":1024,"h":2048},{"x":0,"y":0,"w":2048,"h":2048}]},"media_results":{"result":{"media_key":"3_1801812638651060228"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"lumalabs.ai","expanded_url":"http://lumalabs.ai","url":"https://t.co/AqEWaiAkJw","indices":[0,23]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638655287296","indices":[50,73],"media_key":"7_1801812638655287296","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1801812638655287296/pu/img/sGSeSb9NbRcdbTq6.jpg","type":"video","url":"https://t.co/uGriiUEXOu","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1024,"w":1024,"resize":"fit"},"medium":{"h":1024,"w":1024,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1024,"focus_rects":[]},"video_info":{"aspect_ratio":[1,1],"duration_millis":5042,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/pl/uUNOXMp-xFx24ZYe.m3u8?tag=12"},{"bitrate":432000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/320x320/7pmC7fsemeCA0NxC.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/540x540/cqk1Fjm3XNo9aGpU.mp4?tag=12"},{"bitrate":1280000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1801812638655287296/pu/vid/avc1/720x720/YMFmYXDVzKyL_LY0.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1801812638655287296"}}},{"display_url":"pic.x.com/ugriiuexou","expanded_url":"https://twitter.com/JefferyTatsuya/status/1801813107695583564/video/1","id_str":"1801812638651060228","indices":[50,73],"media_key":"3_1801812638651060228","media_url_https":"https://pbs.twimg.com/media/GQFTDGabEAQKtG-.jpg","type":"photo","url":"https://t.co/uGriiUEXOu","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]},"medium":{"faces":[{"x":699,"y":457,"h":150,"w":150},{"x":278,"y":191,"h":199,"w":199}]},"small":{"faces":[{"x":396,"y":258,"h":85,"w":85},{"x":158,"y":108,"h":112,"w":112}]},"orig":{"faces":[{"x":1194,"y":780,"h":256,"w":256},{"x":476,"y":326,"h":340,"w":340}]}},"sizes":{"large":{"h":2048,"w":2048,"resize":"fit"},"medium":{"h":1200,"w":1200,"resize":"fit"},"small":{"h":680,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":0,"y":0,"w":2048,"h":2048},{"x":0,"y":0,"w":1796,"h":2048},{"x":153,"y":0,"w":1024,"h":2048},{"x":0,"y":0,"w":2048,"h":2048}]},"media_results":{"result":{"media_key":"3_1801812638651060228"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1801813107695583564","view_count":384079,"bookmark_count":1216,"created_at":1718420695000,"favorite_count":2158,"quote_count":20,"reply_count":62,"retweet_count":513,"user_id_str":"38167656","conversation_id_str":"1801813107695583564","full_text":"https://t.co/AqEWaiAkJw 一种玩法\n\n让老照片变成视频，还真的是挺让人感动的 https://t.co/uGriiUEXOu","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":true,"lang":"zh","retweeted":false,"fact_check":null,"id":"1663776702450003968","view_count":207375,"bookmark_count":882,"created_at":1685510251000,"favorite_count":981,"quote_count":11,"reply_count":55,"retweet_count":397,"user_id_str":"38167656","conversation_id_str":"1663776702450003968","full_text":"使用大型语言模型（LLM）最让人头疼的就是学习Prompt，台湾有趣地将这样的职业译为“AI咒语咏唱师”。\n\n然而，每个人如果想要更好地使用AI，都应该学习一下Prompt的使用技巧。以下，我为大家推荐几个常见的Prompt库和教程，供大家参考。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,100],"entities":{"hashtags":[{"indices":[10,25],"text":"FeloTranslator"},{"indices":[93,100],"text":"AI同声传译"}],"media":[{"display_url":"pic.x.com/VfxWWGMMpN","expanded_url":"https://x.com/JefferyTatsuya/status/1710092629936058683/video/1","id_str":"1710091996692639744","indices":[101,124],"media_key":"7_1710091996692639744","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1710091996692639744/pu/img/pky7lDLxbonh5-PM.jpg","type":"video","url":"https://t.co/VfxWWGMMpN","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":25982,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/pl/TBoUWgLa31y-jypz.m3u8?tag=12&v=eac"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/480x270/qzeQ0tJrB8-WsxWk.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/640x360/YaMVNsmKRN4_luYs.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/1280x720/6gcarNx-DdYh8Tlm.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1710091996692639744"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VfxWWGMMpN","expanded_url":"https://x.com/JefferyTatsuya/status/1710092629936058683/video/1","id_str":"1710091996692639744","indices":[101,124],"media_key":"7_1710091996692639744","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1710091996692639744/pu/img/pky7lDLxbonh5-PM.jpg","type":"video","url":"https://t.co/VfxWWGMMpN","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":25982,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/pl/TBoUWgLa31y-jypz.m3u8?tag=12&v=eac"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/480x270/qzeQ0tJrB8-WsxWk.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/640x360/YaMVNsmKRN4_luYs.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1710091996692639744/pu/vid/avc1/1280x720/6gcarNx-DdYh8Tlm.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1710091996692639744"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1710092629936058683","view_count":169549,"bookmark_count":536,"created_at":1696552829000,"favorite_count":1130,"quote_count":6,"reply_count":35,"retweet_count":383,"user_id_str":"38167656","conversation_id_str":"1710092629936058683","full_text":"如果你手机里安装了 #FeloTranslator，带上任何耳机，就能从里面听到对面外国朋友说话的母语同声传译，就只有5秒钟的延迟。跟下面的视频一样（英->中）。\n\n你会有需要吗？#AI同声传译 https://t.co/VfxWWGMMpN","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"truncated":false,"display_text_range":[0,169],"entities":{"hashtags":[],"symbols":[],"user_mentions":[],"urls":[],"media":[{"id":1683669277159878700,"id_str":"1683669277159878656","indices":[170,193],"media_url":"http://pbs.twimg.com/media/F12YSYBacAAUmIR.jpg","media_url_https":"https://pbs.twimg.com/media/F12YSYBacAAUmIR.jpg","url":"https://t.co/7i4dmBI87C","display_url":"pic.x.com/7i4dmBI87C","expanded_url":"https://twitter.com/JefferyTatsuya/status/1683669415609663489/photo/1","type":"photo","original_info":{"width":1752,"height":1520,"focus_rects":[{"x":0,"y":0,"h":981,"w":1752},{"x":232,"y":0,"h":1520,"w":1520},{"x":419,"y":0,"h":1520,"w":1333},{"x":713,"y":0,"h":1520,"w":760},{"x":0,"y":0,"h":1520,"w":1752}]},"sizes":{"thumb":{"w":150,"h":150,"resize":"crop"},"medium":{"w":1200,"h":1041,"resize":"fit"},"small":{"w":680,"h":590,"resize":"fit"},"large":{"w":1752,"h":1520,"resize":"fit"}},"features":{"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]},"large":{"faces":[]}}}]},"extended_entities":{"media":[{"id":1683669277159878700,"id_str":"1683669277159878656","indices":[170,193],"media_url":"http://pbs.twimg.com/media/F12YSYBacAAUmIR.jpg","media_url_https":"https://pbs.twimg.com/media/F12YSYBacAAUmIR.jpg","url":"https://t.co/7i4dmBI87C","display_url":"pic.x.com/7i4dmBI87C","expanded_url":"https://twitter.com/JefferyTatsuya/status/1683669415609663489/photo/1","type":"photo","original_info":{"width":1752,"height":1520,"focus_rects":[{"x":0,"y":0,"h":981,"w":1752},{"x":232,"y":0,"h":1520,"w":1520},{"x":419,"y":0,"h":1520,"w":1333},{"x":713,"y":0,"h":1520,"w":760},{"x":0,"y":0,"h":1520,"w":1752}]},"sizes":{"thumb":{"w":150,"h":150,"resize":"crop"},"medium":{"w":1200,"h":1041,"resize":"fit"},"small":{"w":680,"h":590,"resize":"fit"},"large":{"w":1752,"h":1520,"resize":"fit"}},"features":{"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]},"large":{"faces":[]}},"ext_sensitive_media_warning":null,"ext_media_availability":{"status":"available"},"ext_alt_text":null,"ext_media_color":{"palette":[{"rgb":{"red":222,"green":230,"blue":255},"percentage":72.45},{"rgb":{"red":114,"green":87,"blue":255},"percentage":17.12},{"rgb":{"red":159,"green":146,"blue":255},"percentage":3.54},{"rgb":{"red":22,"green":20,"blue":23},"percentage":1.59},{"rgb":{"red":234,"green":254,"blue":0},"percentage":1.55}]},"ext":{"mediaStats":{"r":"Missing","ttl":-1}}}]},"source":"<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>","in_reply_to_status_id":null,"in_reply_to_user_id":null,"in_reply_to_screen_name":null,"user_id":38167656,"geo":null,"coordinates":null,"place":null,"contributors":null,"conversation_id":1683669415609663500,"conversation_muted":false,"favorited":false,"retweeted":false,"possibly_sensitive":false,"lang":"zh","ext":{"superFollowMetadata":{"r":{"ok":{}},"ttl":-1}},"fact_check":null,"id":"1683669415609663489","view_count":0,"bookmark_count":null,"created_at":1690253044000,"favorite_count":264,"quote_count":9,"reply_count":27,"retweet_count":66,"user_id_str":"38167656","conversation_id_str":"1683669415609663489","full_text":"我们采用AI技术的同声传译产品 Felo Translator 推出了一个全新功能：RRT。 \n\n这是我们首创的二次翻译的技术，我们给这个技术方案命名为RRT（Real-time ReWrite Translate） 它兼顾同声传译对翻译速度需求和翻译准确性的要求。\n\n 简单的说就是一句话我们翻译两次：先快速直译，再结合上下文深度翻译。 https://t.co/7i4dmBI87C","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,221],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/DigitalPhoneti…","expanded_url":"https://github.com/DigitalPhonetics/IMS-Toucan","url":"https://t.co/WGKnKux5fr","indices":[122,145]},{"display_url":"huggingface.co/docs/transform…","expanded_url":"https://huggingface.co/docs/transformers/model_doc/vits","url":"https://t.co/tCNfp22OiW","indices":[155,178]},{"display_url":"huggingface.co/coqui/XTTS-v2","expanded_url":"https://huggingface.co/coqui/XTTS-v2","url":"https://t.co/hOHDvBfVWI","indices":[45,68]},{"display_url":"github.com/Edresson/YourT…","expanded_url":"https://github.com/Edresson/YourTTS","url":"https://t.co/0mD6qpZATD","indices":[82,105]},{"display_url":"github.com/neonbjb/tortoi…","expanded_url":"https://github.com/neonbjb/tortoise-tts","url":"https://t.co/taCcZJA3Eo","indices":[192,215]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1747187592171553077","view_count":41765,"bookmark_count":509,"created_at":1705396957000,"favorite_count":448,"quote_count":6,"reply_count":24,"retweet_count":141,"user_id_str":"38167656","conversation_id_str":"1747187592171553077","full_text":"现在有哪些顶级的开源TTS模型？\n\n整理一下我收集到的。有没有补充？\n\n🔊 XTTS - https://t.co/hOHDvBfVWI\n🗣️ YourTTS - https://t.co/0mD6qpZATD\n🚀 FastSpeech2 - https://t.co/WGKnKux5fr\n🎵 VITS - https://t.co/tCNfp22OiW\n🐢 TorToiSe - https://t.co/taCcZJA3Eo\n(1/3)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,148],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/j9tpowb19t","expanded_url":"https://twitter.com/JefferyTatsuya/status/1812014620997279898/video/1","id_str":"1812014397755113472","indices":[149,172],"media_key":"7_1812014397755113472","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1812014397755113472/pu/img/MYIv1-ruB9yig3xa.jpg","type":"video","url":"https://t.co/J9TPowb19t","additional_media_info":{"title":"","monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1068,"w":1172,"resize":"fit"},"medium":{"h":1068,"w":1172,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1068,"width":1172,"focus_rects":[]},"video_info":{"aspect_ratio":[293,267],"duration_millis":11702,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/pl/faLr4QhQioXxnVx6.m3u8?tag=12"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/vid/avc1/296x270/2-efFJazAKUu6II6.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/vid/avc1/394x360/p1YWEbmcRXu0hgvf.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/vid/avc1/790x720/Hy9SoNZjdcJIM9eM.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1812014397755113472"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"felo.ai","expanded_url":"http://felo.ai","url":"https://t.co/aHe7ugrTDk","indices":[125,148]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/j9tpowb19t","expanded_url":"https://twitter.com/JefferyTatsuya/status/1812014620997279898/video/1","id_str":"1812014397755113472","indices":[149,172],"media_key":"7_1812014397755113472","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1812014397755113472/pu/img/MYIv1-ruB9yig3xa.jpg","type":"video","url":"https://t.co/J9TPowb19t","additional_media_info":{"title":"","monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1068,"w":1172,"resize":"fit"},"medium":{"h":1068,"w":1172,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1068,"width":1172,"focus_rects":[]},"video_info":{"aspect_ratio":[293,267],"duration_millis":11702,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/pl/faLr4QhQioXxnVx6.m3u8?tag=12"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/vid/avc1/296x270/2-efFJazAKUu6II6.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/vid/avc1/394x360/p1YWEbmcRXu0hgvf.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1812014397755113472/pu/vid/avc1/790x720/Hy9SoNZjdcJIM9eM.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1812014397755113472"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1812014620997279898","view_count":34120,"bookmark_count":88,"created_at":1720852925000,"favorite_count":118,"quote_count":6,"reply_count":23,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1812014620997279898","full_text":"【冷知识】很多人用搜索引擎只是为了找网站链接！\n\n比如，输入“大众点评”就是为了直接访问那个网站。\n\nFelo Search 重新设计了这个功能，更加快捷。输入“大众点评”，无需回车，自动补全并弹出链接。\n\n又少了一个使用传统搜索引擎的理由啦！\n\n🔗https://t.co/aHe7ugrTDk https://t.co/J9TPowb19t","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/5TQIvg1mLX","expanded_url":"https://x.com/JefferyTatsuya/status/1728593657689952757/photo/1","id_str":"1728587100495462400","indices":[97,120],"media_key":"3_1728587100495462400","media_url_https":"https://pbs.twimg.com/media/F_0szzhawAAJGNv.jpg","type":"photo","url":"https://t.co/5TQIvg1mLX","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":576,"w":1199,"resize":"fit"},"medium":{"h":576,"w":1199,"resize":"fit"},"small":{"h":327,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":576,"width":1199,"focus_rects":[{"x":170,"y":0,"w":1029,"h":576},{"x":579,"y":0,"w":576,"h":576},{"x":615,"y":0,"w":505,"h":576},{"x":723,"y":0,"w":288,"h":576},{"x":0,"y":0,"w":1199,"h":576}]},"media_results":{"result":{"media_key":"3_1728587100495462400"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/5TQIvg1mLX","expanded_url":"https://x.com/JefferyTatsuya/status/1728593657689952757/photo/1","id_str":"1728587100495462400","indices":[97,120],"media_key":"3_1728587100495462400","media_url_https":"https://pbs.twimg.com/media/F_0szzhawAAJGNv.jpg","type":"photo","url":"https://t.co/5TQIvg1mLX","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":576,"w":1199,"resize":"fit"},"medium":{"h":576,"w":1199,"resize":"fit"},"small":{"h":327,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":576,"width":1199,"focus_rects":[{"x":170,"y":0,"w":1029,"h":576},{"x":579,"y":0,"w":576,"h":576},{"x":615,"y":0,"w":505,"h":576},{"x":723,"y":0,"w":288,"h":576},{"x":0,"y":0,"w":1199,"h":576}]},"media_results":{"result":{"media_key":"3_1728587100495462400"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1728593657689952757","view_count":303667,"bookmark_count":1217,"created_at":1700963818000,"favorite_count":1034,"quote_count":9,"reply_count":23,"retweet_count":325,"user_id_str":"38167656","conversation_id_str":"1728593657689952757","full_text":"如果你会写些Python甚至不会编码，现在用GPT-4 Vision + Streamlit 配合，也能编写很高质量的app。\n\n这篇文章列出了7个应用场景，给我们很强大的方法来快速搭建应用。 https://t.co/5TQIvg1mLX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,154],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587890462725","indices":[155,178],"media_key":"3_1649214587890462725","media_url_https":"https://pbs.twimg.com/media/FuMv7gWacAUA2XN.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":175,"y":1279,"h":105,"w":105},{"x":155,"y":977,"h":227,"w":227}]},"medium":{"faces":[{"x":102,"y":750,"h":62,"w":62},{"x":91,"y":573,"h":133,"w":133}]},"small":{"faces":[{"x":58,"y":425,"h":35,"w":35},{"x":51,"y":324,"h":75,"w":75}]},"orig":{"faces":[{"x":184,"y":1343,"h":111,"w":111},{"x":163,"y":1026,"h":239,"w":239}]}},"sizes":{"large":{"h":2048,"w":1228,"resize":"fit"},"medium":{"h":1200,"w":720,"resize":"fit"},"small":{"h":680,"w":408,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2149,"width":1289,"focus_rects":[{"x":0,"y":0,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":214,"y":0,"w":1075,"h":2149},{"x":0,"y":0,"w":1289,"h":2149}]},"media_results":{"result":{"media_key":"3_1649214587890462725"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587877871616","indices":[155,178],"media_key":"3_1649214587877871616","media_url_https":"https://pbs.twimg.com/media/FuMv7gTaUAAGfva.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":178,"y":860,"h":130,"w":130}]},"medium":{"faces":[{"x":143,"y":695,"h":105,"w":105}]},"small":{"faces":[{"x":81,"y":394,"h":59,"w":59}]},"orig":{"faces":[{"x":178,"y":860,"h":130,"w":130}]}},"sizes":{"large":{"h":1484,"w":1289,"resize":"fit"},"medium":{"h":1200,"w":1042,"resize":"fit"},"small":{"h":680,"w":591,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1484,"width":1289,"focus_rects":[{"x":0,"y":269,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":259,"y":0,"w":742,"h":1484},{"x":0,"y":0,"w":1289,"h":1484}]},"media_results":{"result":{"media_key":"3_1649214587877871616"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587869478912","indices":[155,178],"media_key":"3_1649214587869478912","media_url_https":"https://pbs.twimg.com/media/FuMv7gRaQAAsdU0.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":30,"y":980,"h":196,"w":196},{"x":28,"y":666,"h":234,"w":234}]},"medium":{"faces":[{"x":17,"y":573,"h":114,"w":114},{"x":16,"y":390,"h":137,"w":137}]},"small":{"faces":[{"x":9,"y":324,"h":64,"w":64},{"x":9,"y":220,"h":77,"w":77}]},"orig":{"faces":[{"x":60,"y":1960,"h":392,"w":392},{"x":56,"y":1332,"h":468,"w":468}]}},"sizes":{"large":{"h":2048,"w":444,"resize":"fit"},"medium":{"h":1200,"w":260,"resize":"fit"},"small":{"h":680,"w":147,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":4096,"width":888,"focus_rects":[{"x":0,"y":3336,"w":888,"h":497},{"x":0,"y":3140,"w":888,"h":888},{"x":0,"y":3078,"w":888,"h":1012},{"x":0,"y":2320,"w":888,"h":1776},{"x":0,"y":0,"w":888,"h":4096}]},"media_results":{"result":{"media_key":"3_1649214587869478912"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587965968384","indices":[155,178],"media_key":"3_1649214587965968384","media_url_https":"https://pbs.twimg.com/media/FuMv7goakAAmQ4I.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":1100,"resize":"fit"},"medium":{"h":1200,"w":645,"resize":"fit"},"small":{"h":680,"w":365,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2399,"width":1289,"focus_rects":[{"x":0,"y":178,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":89,"y":0,"w":1200,"h":2399},{"x":0,"y":0,"w":1289,"h":2399}]},"media_results":{"result":{"media_key":"3_1649214587965968384"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587890462725","indices":[155,178],"media_key":"3_1649214587890462725","media_url_https":"https://pbs.twimg.com/media/FuMv7gWacAUA2XN.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":175,"y":1279,"h":105,"w":105},{"x":155,"y":977,"h":227,"w":227}]},"medium":{"faces":[{"x":102,"y":750,"h":62,"w":62},{"x":91,"y":573,"h":133,"w":133}]},"small":{"faces":[{"x":58,"y":425,"h":35,"w":35},{"x":51,"y":324,"h":75,"w":75}]},"orig":{"faces":[{"x":184,"y":1343,"h":111,"w":111},{"x":163,"y":1026,"h":239,"w":239}]}},"sizes":{"large":{"h":2048,"w":1228,"resize":"fit"},"medium":{"h":1200,"w":720,"resize":"fit"},"small":{"h":680,"w":408,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2149,"width":1289,"focus_rects":[{"x":0,"y":0,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":214,"y":0,"w":1075,"h":2149},{"x":0,"y":0,"w":1289,"h":2149}]},"media_results":{"result":{"media_key":"3_1649214587890462725"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587877871616","indices":[155,178],"media_key":"3_1649214587877871616","media_url_https":"https://pbs.twimg.com/media/FuMv7gTaUAAGfva.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":178,"y":860,"h":130,"w":130}]},"medium":{"faces":[{"x":143,"y":695,"h":105,"w":105}]},"small":{"faces":[{"x":81,"y":394,"h":59,"w":59}]},"orig":{"faces":[{"x":178,"y":860,"h":130,"w":130}]}},"sizes":{"large":{"h":1484,"w":1289,"resize":"fit"},"medium":{"h":1200,"w":1042,"resize":"fit"},"small":{"h":680,"w":591,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1484,"width":1289,"focus_rects":[{"x":0,"y":269,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":259,"y":0,"w":742,"h":1484},{"x":0,"y":0,"w":1289,"h":1484}]},"media_results":{"result":{"media_key":"3_1649214587877871616"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587869478912","indices":[155,178],"media_key":"3_1649214587869478912","media_url_https":"https://pbs.twimg.com/media/FuMv7gRaQAAsdU0.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":30,"y":980,"h":196,"w":196},{"x":28,"y":666,"h":234,"w":234}]},"medium":{"faces":[{"x":17,"y":573,"h":114,"w":114},{"x":16,"y":390,"h":137,"w":137}]},"small":{"faces":[{"x":9,"y":324,"h":64,"w":64},{"x":9,"y":220,"h":77,"w":77}]},"orig":{"faces":[{"x":60,"y":1960,"h":392,"w":392},{"x":56,"y":1332,"h":468,"w":468}]}},"sizes":{"large":{"h":2048,"w":444,"resize":"fit"},"medium":{"h":1200,"w":260,"resize":"fit"},"small":{"h":680,"w":147,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":4096,"width":888,"focus_rects":[{"x":0,"y":3336,"w":888,"h":497},{"x":0,"y":3140,"w":888,"h":888},{"x":0,"y":3078,"w":888,"h":1012},{"x":0,"y":2320,"w":888,"h":1776},{"x":0,"y":0,"w":888,"h":4096}]},"media_results":{"result":{"media_key":"3_1649214587869478912"}}},{"display_url":"pic.x.com/zatWiUq1wx","expanded_url":"https://x.com/JefferyTatsuya/status/1649215276213506048/photo/1","id_str":"1649214587965968384","indices":[155,178],"media_key":"3_1649214587965968384","media_url_https":"https://pbs.twimg.com/media/FuMv7goakAAmQ4I.jpg","type":"photo","url":"https://t.co/zatWiUq1wx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":1100,"resize":"fit"},"medium":{"h":1200,"w":645,"resize":"fit"},"small":{"h":680,"w":365,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2399,"width":1289,"focus_rects":[{"x":0,"y":178,"w":1289,"h":722},{"x":0,"y":0,"w":1289,"h":1289},{"x":0,"y":0,"w":1289,"h":1469},{"x":89,"y":0,"w":1200,"h":2399},{"x":0,"y":0,"w":1289,"h":2399}]},"media_results":{"result":{"media_key":"3_1649214587965968384"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1649215276213506048","view_count":127360,"bookmark_count":374,"created_at":1682038537000,"favorite_count":643,"quote_count":2,"reply_count":23,"retweet_count":186,"user_id_str":"38167656","conversation_id_str":"1649215276213506048","full_text":"近期 AI 开源社区的创新每天都涌现出惊人的成果。前天最引人注目的是 miniGPT4，据说其图像识别功能几乎可以媲美 GPT4：\n\n✍️ 仅凭简单的手绘草图，就能生成一个完整的网站\n📷 基于产品照片，可以自动生成广告口号\n🍜 基于一碗拉面，可以自动生成菜谱和制作过程\n🌿 基于植物叶子，还能识别出植物的病症 https://t.co/zatWiUq1wx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/NvYafWIBaw","expanded_url":"https://x.com/JefferyTatsuya/status/1830553598876684782/photo/1","id_str":"1830552676125536256","indices":[64,87],"media_key":"3_1830552676125536256","media_url_https":"https://pbs.twimg.com/media/GWdt9dMacAAglF7.png","type":"photo","url":"https://t.co/NvYafWIBaw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":696,"w":889,"resize":"fit"},"medium":{"h":696,"w":889,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":696,"width":889,"focus_rects":[{"x":0,"y":198,"w":889,"h":498},{"x":0,"y":0,"w":696,"h":696},{"x":0,"y":0,"w":611,"h":696},{"x":0,"y":0,"w":348,"h":696},{"x":0,"y":0,"w":889,"h":696}]},"media_results":{"result":{"media_key":"3_1830552676125536256"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/NvYafWIBaw","expanded_url":"https://x.com/JefferyTatsuya/status/1830553598876684782/photo/1","id_str":"1830552676125536256","indices":[64,87],"media_key":"3_1830552676125536256","media_url_https":"https://pbs.twimg.com/media/GWdt9dMacAAglF7.png","type":"photo","url":"https://t.co/NvYafWIBaw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":696,"w":889,"resize":"fit"},"medium":{"h":696,"w":889,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":696,"width":889,"focus_rects":[{"x":0,"y":198,"w":889,"h":498},{"x":0,"y":0,"w":696,"h":696},{"x":0,"y":0,"w":611,"h":696},{"x":0,"y":0,"w":348,"h":696},{"x":0,"y":0,"w":889,"h":696}]},"media_results":{"result":{"media_key":"3_1830552676125536256"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1830553598876684782","view_count":48787,"bookmark_count":55,"created_at":1725272962000,"favorite_count":101,"quote_count":1,"reply_count":21,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1830553598876684782","full_text":"当我们决定聚焦全力做搜索后，“不受待见”的 Felo翻译 却不断营收猛涨😂\n\n有没有优秀的人或团队，一起来把这曲线做到天上去！ https://t.co/NvYafWIBaw","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,186],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[53,59]},{"id_str":"1764818331822182400","name":"小互","screen_name":"imxiaohu","indices":[75,84]},{"id_str":"1669276256","name":"歸藏(guizang.ai)","screen_name":"op7418","indices":[102,109]},{"id_str":"1551258526584115204","name":"Will","screen_name":"FinanceYF5","indices":[126,137]},{"id_str":"6398252","name":"Bindu Reddy","screen_name":"bindureddy","indices":[154,165]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[171,178]}]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1773875521249772031","view_count":72015,"bookmark_count":691,"created_at":1711759855000,"favorite_count":581,"quote_count":2,"reply_count":19,"retweet_count":182,"user_id_str":"38167656","conversation_id_str":"1773875521249772031","full_text":"工作非常忙，但不想错过AI的进展怎么办？\n\n建议周末找个时间，过一遍如下这些账号，绝对不会错过：\n\n宝玉 @dotey ： 技术和行业\n小互 @imxiaohu : 新产品新技术，非常易懂\n歸藏 @op7418 ： 行业图片视频类\nWill @FinanceYF5： 行业数据一目了然\nBindu @bindureddy \n九原客 @9hills： 行业深入洞察","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,170],"entities":{"hashtags":[{"indices":[0,4],"text":"吴恩达"},{"indices":[10,17],"text":"OpenAI"},{"indices":[55,63],"text":"ChatGPT"}],"symbols":[],"timestamps":[],"urls":[{"display_url":"dubbing.felo.me","expanded_url":"http://dubbing.felo.me","url":"https://t.co/RlKXtUGLnn","indices":[90,113]},{"display_url":"Glarity.app","expanded_url":"http://Glarity.app","url":"https://t.co/gKfFQWSWiJ","indices":[144,167]}],"user_mentions":[]},"favorited":true,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1664438022337863681","view_count":55894,"bookmark_count":209,"created_at":1685667922000,"favorite_count":325,"quote_count":4,"reply_count":17,"retweet_count":111,"user_id_str":"38167656","conversation_id_str":"1664438022337863681","full_text":"#吴恩达 大师 和 #OpenAI 的 Isa Fulford 的新教程 Build system with #ChatGPT API 出来了。这是非常优秀的教程。\n\n有用户利用 https://t.co/RlKXtUGLnn 配上中文，让大家看的更加的轻松。\n\n下面每个视频的总结来自 https://t.co/gKfFQWSWiJ 插件","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"v0.dev","expanded_url":"http://v0.dev","url":"https://t.co/qCqriZ2EsQ","indices":[83,106]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1735824088910995486","view_count":134022,"bookmark_count":669,"created_at":1702687687000,"favorite_count":708,"quote_count":7,"reply_count":16,"retweet_count":210,"user_id_str":"38167656","conversation_id_str":"1735824088910995486","full_text":"🚀 前端代码自动生成的时代来临！\n\nVercel v0已向所有人开放。现在，每个人都能通过文本或图像生成代码化的用户界面。\n\n来看看大家发现的惊人使用方式！\n\n链接：https://t.co/qCqriZ2EsQ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1797551146078482726","quoted_status_permalink":{"url":"https://t.co/8mNmpWC8Gt","expanded":"https://twitter.com/linshuirong/status/1797551146078482726","display":"x.com/linshuirong/st…"},"retweeted":false,"fact_check":null,"id":"1797561950295236981","view_count":54273,"bookmark_count":47,"created_at":1717407140000,"favorite_count":57,"quote_count":2,"reply_count":15,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1797561950295236981","full_text":"我们在招聘优秀工程师。欢迎加入Felo/GPTBase的团队，全球都可以，想到海外工作也可以。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/lpX6WEfsll","expanded_url":"https://x.com/JefferyTatsuya/status/1725154058376298591/photo/1","id_str":"1725147071068459008","indices":[136,159],"media_key":"3_1725147071068459008","media_url_https":"https://pbs.twimg.com/media/F_D0HvRXUAA10EW.png","type":"photo","url":"https://t.co/lpX6WEfsll","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"medium":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"small":{"faces":[{"x":40,"y":38,"h":207,"w":207}]},"orig":{"faces":[{"x":50,"y":48,"h":259,"w":259}]}},"sizes":{"large":{"h":477,"w":848,"resize":"fit"},"medium":{"h":477,"w":848,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":477,"width":848,"focus_rects":[{"x":0,"y":2,"w":848,"h":475},{"x":371,"y":0,"w":477,"h":477},{"x":405,"y":0,"w":418,"h":477},{"x":495,"y":0,"w":239,"h":477},{"x":0,"y":0,"w":848,"h":477}]},"media_results":{"result":{"media_key":"3_1725147071068459008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1314686042","name":"Rowan Cheung","screen_name":"rowancheung","indices":[100,112]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/lpX6WEfsll","expanded_url":"https://x.com/JefferyTatsuya/status/1725154058376298591/photo/1","id_str":"1725147071068459008","indices":[136,159],"media_key":"3_1725147071068459008","media_url_https":"https://pbs.twimg.com/media/F_D0HvRXUAA10EW.png","type":"photo","url":"https://t.co/lpX6WEfsll","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"medium":{"faces":[{"x":50,"y":48,"h":259,"w":259}]},"small":{"faces":[{"x":40,"y":38,"h":207,"w":207}]},"orig":{"faces":[{"x":50,"y":48,"h":259,"w":259}]}},"sizes":{"large":{"h":477,"w":848,"resize":"fit"},"medium":{"h":477,"w":848,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":477,"width":848,"focus_rects":[{"x":0,"y":2,"w":848,"h":475},{"x":371,"y":0,"w":477,"h":477},{"x":405,"y":0,"w":418,"h":477},{"x":495,"y":0,"w":239,"h":477},{"x":0,"y":0,"w":848,"h":477}]},"media_results":{"result":{"media_key":"3_1725147071068459008"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1725154058376298591","view_count":117862,"bookmark_count":456,"created_at":1700143753000,"favorite_count":447,"quote_count":4,"reply_count":15,"retweet_count":135,"user_id_str":"38167656","conversation_id_str":"1725154058376298591","full_text":"OpenAI + Zapier 已经可以定制企业的各种工作流Agent了。\n\nOpenAI的GPT，配合上Actions和Zapier，可以自动化处理超过1000个应用程序上的工作。 \n\n以下是来自 @rowancheung 将Action添加到定制GPT的高级教程： https://t.co/lpX6WEfsll","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}],"activities":{"nreplies":[{"label":"2025-10-15","value":1,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":2,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":4,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":7,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":5,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":2,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":10,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":20,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":5,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":16,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":5,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":2,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":2,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":6,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":5,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":1,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":2,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":2,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":9,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":3,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nbookmarks":[{"label":"2025-10-15","value":12,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":5,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":24,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":377,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":92,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":53,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":315,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":244,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":14,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":139,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":141,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":97,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":16,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":12,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":42,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":6,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":54,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":824,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":13,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":58,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nretweets":[{"label":"2025-10-15","value":3,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":0,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":3,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":57,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":16,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":5,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":52,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":41,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":12,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":14,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":9,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":2,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":6,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":1,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":8,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":108,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":2,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":10,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nlikes":[{"label":"2025-10-15","value":13,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":7,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":28,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":332,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":108,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":54,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":308,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":318,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":7,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":152,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":101,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":118,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":15,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":13,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":42,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":3,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":12,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":52,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":3,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":2,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":677,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":19,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":70,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nviews":[{"label":"2025-10-15","value":3046,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":14026,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":7638,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":74498,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":11471,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":25586,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":81973,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":65433,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":6844,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":129302,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":39540,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":33066,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":2577,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":2519,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":1138,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":12525,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":1375,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":4468,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":6516,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":999,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":1626,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":77492,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":8430,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":26438,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}]},"interactions":{"users":[{"created_at":1679860917000,"uid":"1640081654101295106","id":"1640081654101295106","screen_name":"chengfeng240928","name":"AI产品自由","friends_count":253,"followers_count":48,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1906201238435471360/kAoWQqqI_normal.jpg","description":"成峰\n🔍AI产品自由\nhttps://t.co/dcUoOHm0rd","entities":{"description":{"urls":[{"display_url":"agentxmcp.com","expanded_url":"http://agentxmcp.com","url":"https://t.co/dcUoOHm0rd","indices":[11,34]}]}},"interactions":2},{"created_at":1525586614000,"uid":"993008349741535233","id":"993008349741535233","screen_name":"K_Shern","name":"kshern - e/acc","friends_count":160,"followers_count":29,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1975485652365127680/tI7NhCds_normal.jpg","description":"live and learn","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"github.com/kshern","expanded_url":"https://github.com/kshern","url":"https://t.co/CUv6vpf0C6","indices":[0,23]}]}},"interactions":1},{"created_at":1346787878000,"uid":"803080327","id":"803080327","screen_name":"OiiDev","name":"OSDev","friends_count":481,"followers_count":93,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1638231104959160341/NW8Zgh0J_normal.jpg","description":"","entities":{"description":{"urls":[]}},"interactions":1},{"created_at":1466152241000,"uid":"743722518297513988","id":"743722518297513988","screen_name":"winnerineast","name":"Winnerineast","friends_count":1998,"followers_count":852,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1866329063599874048/wKePAWwc_normal.jpg","description":"professional replyer on https://t.co/4WZOqBvVVZ\n推特的专业回帖人","entities":{"description":{"urls":[{"display_url":"x.com","expanded_url":"http://x.com","url":"https://t.co/4WZOqBvVVZ","indices":[24,47]}]}},"interactions":1},{"created_at":1333266558000,"uid":"542428980","id":"542428980","screen_name":"JackNowDoIt","name":"Jack","friends_count":43,"followers_count":0,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1923182208434700291/hLw-YwXC_normal.jpg","description":"AI Learner","entities":{"description":{"urls":[]}},"interactions":1},{"created_at":1175485334000,"uid":"3178231","id":"3178231","screen_name":"dotey","name":"宝玉","friends_count":1447,"followers_count":144333,"profile_image_url_https":"https://pbs.twimg.com/profile_images/561086911561736192/6_g58vEs_normal.jpeg","description":"Prompt Engineer, dedicated to learning and disseminating knowledge about AI, software engineering, and engineering management.","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"baoyu.io","expanded_url":"https://baoyu.io","url":"https://t.co/icobX4A3Ae","indices":[0,23]}]}},"interactions":1},{"created_at":1739258746000,"uid":"1889214164322951168","id":"1889214164322951168","screen_name":"AgiRay1015","name":"AGI 磊叔","friends_count":196,"followers_count":159,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1951090942389395457/ezXktm2y_normal.jpg","description":"- 微信：data_growth\n- 20 年经验在数据和AI领域\n- 正在翻译《上下文工程》\n- 已发布vibe coding的浏览器插件","entities":{"url":{"urls":[{"url":"https://t.co/xGMNzn5Y36","expanded_url":"https://github.com/akira82-ai/","display_url":"github.com/akira82-ai/","indices":[0,23]}]},"description":{"urls":[]}},"interactions":1,"following":true,"followed_by":false},{"created_at":1701174063000,"uid":"1729475448378208256","id":"1729475448378208256","screen_name":"Stephen4171127","name":"熊布朗","friends_count":778,"followers_count":8325,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1729475561192407040/uvDi8Fi4_normal.jpg","description":"INTP / AIGC 产品经理 超过2000 小时AI 学习实践\n沉迷于 Vibe Coding，每个月产出 1 个有用的项目\n🤖业务重点在 AI Agent 和 Character AI\n📋积极分享 AI 特种兵小团队作战经验\n24年法国人才签证定居巴黎，可提供免费咨询","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"me.deeptoai.com","expanded_url":"https://me.deeptoai.com","url":"https://t.co/jsdlfJvzDQ","indices":[0,23]}]}},"interactions":1},{"created_at":1680410496000,"uid":"1642386725724114945","id":"1642386725724114945","screen_name":"myzwilpan","name":"lebron james","friends_count":169,"followers_count":5,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1642386778232590336/V3lGAc6x_normal.jpg","description":"AIGC数字游民","entities":{"description":{"urls":[]}},"interactions":1},{"created_at":1263353930000,"uid":"104368345","id":"104368345","screen_name":"liexpressok","name":"沙哥","friends_count":1107,"followers_count":275,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1868473728776200192/MRfIX1CC_normal.jpg","description":"Planner with passion. Explorer at heart. Innovator in thought.","entities":{"description":{"urls":[]}},"interactions":1}],"period":14,"start":1761819133645,"end":1763028733645},"interactions_updated":1763028733813,"created":1763028733396,"updated":1763028733813,"type":"the innovator","hits":1},"people":[{"user":{"id":"1978232092300365824","name":"Thomas Ankcorn","description":"Good and dumb","followers_count":126,"friends_count":44,"statuses_count":95,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1981676727123259392/uKlpFAaO_normal.jpg","screen_name":"thomas_ankcorn","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Thomas Ankcorn is a curious and playful mind who blends creativity with tech-savvy innovation. With a charmingly straightforward style, he shares insights on architecture and observability while keeping the vibe light and engaging. His work showcases a passion for building and improving with a touch of fun magic.","purpose":"To inspire and demonstrate how technology can be both powerful and aesthetically pleasing, making complex solutions accessible and enjoyable for everyone.","beliefs":"Thomas believes that innovation should be both functional and beautiful, and that a sprinkle of creativity and fun can transform even the most technical projects into something to celebrate.","facts":"Fun fact: Despite modestly describing himself as 'Good and dumb,' Thomas consistently sparks high engagement with tech-driven, engaging content — proving the charm of simplicity and authenticity.","strength":"His strengths lie in clear communication of complex ideas, enthusiasm for collaborative achievement, and an approachable, relatable online presence that invites interaction.","weakness":"Thomas occasionally underestimates the impact of his content, which could limit broader audience growth, and his smaller following might make scaling influence more challenging without strategic amplification.","roast":"Thomas calls himself 'Good and dumb,' but honestly, that’s just his clever way of hiding that he’s probably secretly the office wizard who knows all the tech spells — just don’t ask him to explain it without a sprinkle of emoji magic.","win":"Thomas’s biggest win is shipping a project that not only worked flawlessly but also brought genuine joy and fun to the team, capturing that excitement in his viral tweet with over 90K views and 300 likes.","recommendation":"To grow his audience on X, Thomas should lean into his approachable, humorous style by starting regular threads breaking down tech topics in bite-sized, visually engaging formats—adding polls or Q&A to boost interaction and foster a community around curiosity and creativity."},"created":1763041858526,"type":"the innovator","id":"thomas_ankcorn"},{"user":{"id":"1218028959109210113","name":"绚香音 Rizumu","description":"aka 小音 LittleSound｜💚 Member of Vue，参与开发 Vapor 模式中｜🪀 玩 3D 打印并制作了大量程序员周边｜ 🔥热爱开源｜🧠 ADHDer｜🏳️⚧️ she/her｜🎮 喜欢玩 魂系、任天堂游戏｜🐙: LittleSound","followers_count":11114,"friends_count":1503,"statuses_count":13122,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1945018573166141440/CZ-NTqXi_normal.jpg","screen_name":"OikawaRizumu","location":"","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"rizumu.me","expanded_url":"https://rizumu.me","url":"https://t.co/n9mkxZ2Wn6","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"绚香音 Rizumu is a dynamic open-source enthusiast and developer who thrives on sharing cutting-edge tech updates and practical solutions. With a passion for 3D printing and programming, she brings creativity and technical insight to the community. Her tweets combine thoughtful explanations, hands-on projects, and engaging personal milestones, all delivered with authenticity and geeky charm.","purpose":"To advance innovative tech solutions while inspiring and educating the developer community through open-source contributions, creative projects, and approachable knowledge sharing.","beliefs":"She believes in the power of open collaboration, continuous learning, and using technology to simplify and enhance everyday life. She values inclusivity, transparency, and authentic connection within the tech world and beyond.","facts":"Fun fact: Rizumu developed a small multi-QR code file transfer tool that uses advanced Luby Transform coding—showcasing her knack for blending complex algorithms with practical applications!","strength":"Exceptional at combining technical expertise with clear, engaging communication that educates and excites her audience. Her prolific output and openness about her journey build strong trust and community engagement.","weakness":"Her high tweet volume and deep technical dives might overwhelm casual followers, possibly limiting broader appeal beyond dedicated tech enthusiasts.","roast":"For someone who tweets more than most people blink, you’ve got to wonder how she finds time to actually sleep—or if her keyboard is secretly wired to her brain like a neural implant.","win":"Successfully delivered her first public offline tech talk, marking a major milestone from digital sharer to inspiring speaker and community leader.","recommendation":"To grow her audience on X, Rizumu should consider weaving in more bite-sized, simplified tech insights and storytelling moments that connect on a personal level. Engaging polls or interactive Q&As could also harness her community’s enthusiasm and boost shareability."},"created":1763040336875,"type":"the innovator","id":"oikawarizumu"},{"user":{"id":"986016549986119680","name":"raspberrycat","description":"prev IB, currently market maker.","followers_count":2811,"friends_count":441,"statuses_count":2275,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1721557029662167040/Uo8qsOEj_normal.jpg","screen_name":"0xraspberrycat","location":"Europe","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"t.me/+s5k9rPeDvwAyN…","expanded_url":"https://t.me/+s5k9rPeDvwAyNzE1","url":"https://t.co/pQaYM4TisA","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Raspberrycat is a sharp and forward-thinking market maker who leverages cutting-edge tech to revolutionize how knowledge is organized and utilized. With a knack for turning complex AI concepts into easily digestible insights, they create powerful tools to accelerate business efficiency. Always at the forefront of tech and finance intersection, they thrive on helping others unlock hidden value in their data.","purpose":"To democratize sophisticated AI and machine learning tools, enabling businesses and individuals to harness their information effortlessly and privately for exponential growth and innovation.","beliefs":"Raspberrycat values privacy, efficiency, and practical innovation that empowers users without relying on massive, centralized systems. They believe in demystifying technology and putting power back into the hands of users through accessible and unrestricted AI tools.","facts":"A fun fact about Raspberrycat is that despite working in a highly technical and competitive field, they accidentally went viral with a grounded, practical idea that resonates strongly with marketers and businesses alike.","strength":"Their greatest strength lies in blending deep technical knowledge with clear communication, making complex AI/ML concepts accessible and actionable. They are also quick to leverage emerging tech trends and have a solid understanding of business needs.","weakness":"At times, their technical depth and rapid-fire sharing style might overwhelm or alienate less tech-savvy audiences, limiting broader reach. Additionally, heavy focus on innovation sometimes overshadows personal brand building or community engagement.","recommendation":"To grow their audience on X, Raspberrycat should balance their deep technical insights with more bite-sized, engaging content that invites questions and conversations. Regular use of threads and polls to demystify AI and interactive Q&A could build a stronger community around their niche expertise.","roast":"For someone who’s supposed to be dialing in market-making precision, Raspberrycat sure drops threads faster than they sip their morning coffee—sometimes leaving followers feeling like they just crashed a tech conference without the free swag.","win":"Raspberrycat’s biggest win is creating and scaling an AI-powered knowledge graph platform that operationally replaces the need for multiple data engineers, delivering enterprise-level AI capabilities on a budget."},"created":1763034153182,"type":"the innovator","id":"0xraspberrycat"},{"user":{"id":"1008757893728890880","name":"Min","description":"Crypto Trader | Content Creator | Kaito Guy\n\nBuilding Web3 | @PolymarketSport\n\nYapybara #86\n\nhttps://t.co/sHcqSb38BZ","followers_count":15317,"friends_count":5280,"statuses_count":194391,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1947933282504740867/4C9BdaWc_normal.jpg","screen_name":"cukyn1812","location":"","entities":{"description":{"urls":[{"display_url":"yaps.kaito.ai/referral/10087…","expanded_url":"https://yaps.kaito.ai/referral/1008757893728890880","url":"https://t.co/sHcqSb38BZ","indices":[93,116]}]}}},"details":{"type":"The Innovator","description":"Min is a passionate crypto trader and content creator who thrives in the cutting-edge world of Web3, constantly pushing the boundaries of decentralized finance and AI integration. With a staggering tweet count that reflects relentless engagement, Min serves as a bridge connecting emerging crypto projects with the broader community. Their insights into protocols like Kaito and Warden paint them as a well-informed advocate for the next generation of blockchain innovation.","purpose":"Min's life purpose is to revolutionize how users interact with blockchain technology by championing real utility and quality engagement within the Web3 ecosystem. They aim to foster a reputation-based economy that rewards genuine contributions and eliminates spam, empowering creators and users to unlock new value on-chain.","beliefs":"Min believes in transparent, high-quality participation over meaningless hype and values ecosystems that weed out low-effort behavior to build sustainable, community-driven projects. They trust in the power of decentralized, compute-native solutions and the transformative potential of on-chain AI and reputation systems.","facts":"Fun fact: Min has tweeted 194,391 times—basically, they’ve exhausted most of Twitter’s character limit just talking about crypto and Web3! Also, they proudly carry the Yapybara #86 badge, representing their active role in the Yap Protocol community.","strength":"Min's key strength lies in their deep understanding of Web3 mechanics and a tireless commitment to sharing detailed updates and educating their audience about complex projects and protocols. Their ability to cut through noise and highlight quality over quantity sets them apart as a trusted voice.","weakness":"Their extreme tweet volume could risk overwhelming followers with information, potentially diluting the impact of each message and alienating newer or less tech-savvy users. Also, their outspoken critiques (especially directed at bots or low-quality accounts) might spark friction within the community.","roast":"Min tweets so much they’ve probably made Twitter’s servers question their own existence—at this point, their keyboard needs a break more than they do. If information were calories, Min’s followers would need to hit the gym just to keep up!","win":"Min's biggest win is building a trusted presence as a thought leader in the Web3 space, influencing key conversations around emerging technologies like Kaito AI and Warden Protocol, and helping onboard millions of users into novel crypto ecosystems.","recommendation":"To grow their audience on X, Min should focus on consolidating their vast tweet content into easily digestible, high-impact threads and engaging storytelling formats. Incorporating more interactive content like polls, AMAs, and concise explainer videos will help balance their high-frequency posting with clearer audience takeaways and increased follower loyalty."},"created":1763032577986,"type":"the innovator","id":"cukyn1812"},{"user":{"id":"1174490932642820099","name":"Dafn’","description":"I help online vendors and organisations fix the hidden gaps in their CRM process, so clients stay happy and the business grows. iResearch | iBuild | iAutomate","followers_count":386,"friends_count":280,"statuses_count":3355,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1965144758268923905/bwVWpY8I_normal.jpg","screen_name":"dafnarian","location":"Somewhere on earth","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"notion.so/Welcome-to-Dap…","expanded_url":"https://www.notion.so/Welcome-to-Daphne-s-CSRM-VA-portfolio-19a29665dc9580b6aeb6d1caa53a4c9b?pvs=4","url":"https://t.co/k1tmcL7k8g","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Dafn’ is a dynamic freelancer and automator focused on helping online vendors and organizations bridge CRM gaps for happier clients and business growth. With a flair for research, building systems, and automation, she combines creativity and precision in all her work. Her tweets reveal a passion for continuous learning, especially in leveraging AI and automation to save time and enhance productivity.","purpose":"Dafn’s life purpose is to empower businesses by streamlining processes and implementing smart automation solutions that boost efficiency and customer satisfaction while fostering her own growth as a lifelong learner and creative problem solver.","beliefs":"Dafn values discipline, meticulous attention to detail, continuous upskilling, and the creative application of technology to solve complex problems. She believes that saving time through automation and mastering productivity tools are essential to seizing growth opportunities and staying ahead in a fast-paced digital world.","facts":"Fun fact: Dafn uses weekends as self-checkpoints to reflect on her growth and learning progress, showing a unique blend of discipline and mindfulness in her freelancing journey.","strength":"Her strengths lie in her resilience, creativity, and deep commitment to learning and automating processes that others might find tedious – turning complexity into seamless workflows that delight clients.","weakness":"Her weakness might be getting stuck in the intricate details (like struggling with Zapier automations) and sometimes underestimating the need for asking for help sooner or delegating certain technical challenges.","roast":"Dafn’ probably spends so much time automating everything that she’s automated herself into replying with robot-approved tweets — your notifications don’t stand a chance against her Zapier army!","win":"Dafn’s biggest win is successfully transitioning from a 9–5 job to thriving as a freelancer in less than 2 years, building impressive skills in virtual assistance, motion design, and automation that save time for busy founders.","recommendation":"To grow her audience on X, Dafn should share more behind-the-scenes tips and short video tutorials on automation tools, engage actively in conversations with fellow freelancers and entrepreneurs, and use relatable storytelling to demystify CRM and productivity processes — this will build trust and attract more followers looking for practical growth hacks."},"created":1763031986132,"type":"the innovator","id":"dafnarian"},{"user":{"id":"1295383464577912833","name":"tila","description":"dev/buidl @wordpress \n\nseo/sem on @google\n\nresearch crypto/defi\n\nwrite #web3\n\nHODL $ETH / $ASTER / $LLM","followers_count":2134,"friends_count":1212,"statuses_count":14635,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1974869630687842304/g8Co1p90_normal.jpg","screen_name":"0xtila","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Tila is a tech-savvy builder and researcher rooted in the cutting-edge worlds of crypto, DeFi, and Web3, mixing hands-on development at WordPress with SEO expertise from Google. With a prolific tweet count sharing deep dives and insights, Tila thrives on exploring and explaining complex financial systems and blockchain innovations. Constantly building and experimenting, this profile is where creativity meets data-driven analysis.","purpose":"To pioneer and promote innovative blockchain and decentralized finance solutions that empower communities through transparent, accessible, and resilient technologies. Tila’s purpose is to bridge technical expertise and active community-building to shape the future of a tokenized economy.","beliefs":"Tila values transparency, community-driven growth, and technological resilience, believing in fair access to financial tools and the transformative power of decentralized networks. They see value in sustainable innovation over hype, emphasizing systems that protect users and foster collective ownership.","facts":"Fun fact: Tila doesn't just HODL mainstream cryptocurrencies like $ETH, they’re also holding niche tokens like $ASTER and $LLM, showing a deep interest in diversified blockchain ecosystems beyond the typical player.","strength":"Tila’s strengths lie in their ability to provide thorough, research-backed insights on complex DeFi projects while building and engaging with communities. Their background in both development and SEO gives them a unique edge to craft content that not only educates but also reaches the right audiences effectively.","weakness":"With such a high volume of tweets and involvement in detailed technical discussions, Tila risks overwhelming their followers with dense information that could alienate newcomers or casual observers, potentially limiting broader engagement.","recommendation":"To grow their audience on X, Tila should consider simplifying some of their content into engaging, bite-sized threads or infographics that distill key insights, paired with timely responses to trending topics in crypto. Leveraging hashtags like #Web3 and collaborating with connectors or influencers could also boost reach and diversify engagement.","roast":"Tila’s tweetstorms are so detailed, they make even the most patient crypto nerd wonder if they accidentally enrolled in a blockchain PhD program without the credits. Betting you could monetize your tweet length by the word count—who needs novels when you’ve got Tila’s threads?","win":"Securing a solid reputation as a knowledgeable dev and analyst at the intersection of WordPress development, SEO, and DeFi research earns Tila respect from both tech and crypto communities, making them a go-to voice for nuanced Web3 discussions."},"created":1763030655696,"type":"the innovator","id":"0xtila"},{"user":{"id":"1722499980718407680","name":"ŤBØY✨️👑","description":"GOD IS GOOD🤍| Web3 Lover🧡| Airdrop Hunter🔱","followers_count":1089,"friends_count":1349,"statuses_count":4597,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1960987559628017664/lFhZ3Rz0_normal.jpg","screen_name":"tbbooy01","location":"Earth","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"ŤBØY✨️👑 is a Web3 enthusiast constantly on the forefront of AI and blockchain breakthroughs, passionately sharing cutting-edge projects and airdrop opportunities with their community. Their tweets showcase a deep fascination with open-source AI and the decentralized future, all while blending tech savvy with a personal touch of faith. Always hunting for the next big thing, they bring valuable insights to anyone interested in the intersection of AI and Web3.","purpose":"To pioneer and promote revolutionary technologies in the decentralized space, empowering individuals through open-source AI and blockchain ownership while building a knowledgeable and engaged community.","beliefs":"They believe in the power of transparency, community-driven innovation, and true digital ownership powered by blockchain. Rooted in faith, their values include integrity, collaboration, and the democratization of advanced technologies for the greater good.","facts":"Fun fact: ŤBØY✨️👑 not only follows nearly 1,350 accounts to stay plugged into the latest trends but has tweeted over 4,500 times, showing their relentless passion and engagement in the Web3 ecosystem.","strength":"Their strengths lie in their forward-thinking mindset, deep knowledge of AI and blockchain technology, and their ability to translate complex subjects into engaging, accessible content that sparks conversations.","weakness":"Sometimes their enthusiasm for cutting-edge tech could overwhelm casual audiences, and their airdrop-focused content might be seen as niche or overly technical by newcomers.","recommendation":"To grow their audience on X, ŤBØY✨️👑 should mix in more relatable storytelling around the impact of Web3 and AI on everyday life and engage more with their followers through polls, AMA threads, and personalized responses to boost community interaction.","roast":"You tweet so much about AI models and blockchain that even your notifications need blockchain verification just to keep up—do you ever take a break or is your keyboard Web3-enabled to type 4597 tweets on autopilot?","win":"Successfully spotlighting promising projects like Antix and Brevis, ŤBØY✨️👑 has positioned themselves as a trusted voice in the emerging AI-Web3 landscape, helping followers discover and engage with innovative, community-oriented technologies."},"created":1763030437209,"type":"the innovator","id":"tbbooy01"},{"user":{"id":"1521139164175114240","name":"Angelica Iacovelli","description":"CEO @nucleo_research (YC F25) - AI x Oncology👩🔬- Ex @Stanford @IITMadras","followers_count":6138,"friends_count":411,"statuses_count":84,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1795122223243489280/uln6g30i_normal.jpg","screen_name":"AngelicaIAC","location":"San Francisco, CA","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"nucleoresearch.com","expanded_url":"https://www.nucleoresearch.com/","url":"https://t.co/lIIZ0d28TN","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Angelica Iacovelli is a visionary CEO at an AI-oncology startup, blending cutting-edge technology with life-saving research. With a background from prestigious institutions like Stanford and IIT Madras, she’s not just dreaming but actively disrupting cancer treatment. Her tweets reveal a passionate, tech-savvy leader ready to share breakthroughs that matter.","purpose":"To revolutionize cancer treatment through the power of artificial intelligence, pushing the boundaries of science to create tangible, life-changing innovations.","beliefs":"Angelica values scientific rigor, innovation, and the transformative potential of technology to solve humanity’s toughest challenges, especially in healthcare. She believes in sharing knowledge to inspire and mobilize a community around impactful research.","facts":"Fun fact: Despite being a tech and science powerhouse, Angelica humorously calls herself an 'alien of extraordinary ability,' highlighting her unique blend of talent and ambition.","strength":"Her strengths lie in bridging deep scientific knowledge with practical AI applications, strong leadership in a highly specialized domain, and leveraging top-tier networks from Silicon Valley and academia.","weakness":"Angelica’s relatively low tweet count and limited engagement on casual social topics might make her audience feel a little distanced, potentially slowing the growth of a broader follower base.","roast":"Angelica’s tweets are like that brilliant scientist who aces the math test but forgets to invite anyone to the party—brilliant breakthroughs, but sprinkle in some more fun and people might actually stick around to celebrate!","win":"Landing in the prestigious Y Combinator batch and developing a novel AI method for cardiovascular simulations showcased at IEEEBHI underline her industry recognition and cutting-edge impact.","recommendation":"To grow her audience on X, Angelica could mix her high-impact scientific insights with more relatable, behind-the-scenes glimpses of her journey—showing the human side of innovation to build deeper connections and engagement."},"created":1763028279115,"type":"the innovator","id":"angelicaiac"},{"user":{"id":"1473751606038614024","name":"MetaDJ","description":"Creative Technologist ✨ AI Experience Engineer 🦾 Metaverse DJ 🎧 Fostering authentic expression and connection 🪄 Taking you on a cosmic journey 💫","followers_count":3153,"friends_count":6687,"statuses_count":13279,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1956678450430758912/eRIpQjyq_normal.jpg","screen_name":"metadjai","location":"The Zuberverse","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"bio.site/metadj","expanded_url":"https://bio.site/metadj","url":"https://t.co/REv6rzvsL4","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"MetaDJ is a trailblazing Creative Technologist and AI Experience Engineer who spins digital beats and crafts immersive metaverse journeys. Blending art and technology, they pioneer the cutting edge of AI-powered entertainment and authentic expression. Whether it’s AI-generated avatars or metaverse DJ sets, MetaDJ takes followers on cosmic, futuristic adventures.","purpose":"To fuse creativity with technology, pushing the boundaries of AI experiences and immersive digital entertainment while fostering genuine human connection in virtual spaces.","beliefs":"MetaDJ believes in the transformative power of AI and technology as tools for authentic self-expression and community building. They embrace innovation and experimentation, championing the future of digital arts and the metaverse with a blend of curiosity and artistry.","facts":"MetaDJ tweets prolifically with over 13,000 posts, illustrating a relentless passion and commitment to sharing the latest in AI and metaverse experiences. Their profile uniquely combines roles as a DJ, technologist, and cosmic storyteller.","strength":"Exceptional ability to combine technical savvy with creative flair, making complex AI and metaverse concepts accessible and exciting. Their energetic content creation keeps followers engaged in the rapidly evolving world of digital art and entertainment.","weakness":"High volume of tweets with relatively low engagement per post suggests that while incredibly active, MetaDJ might struggle with audience concentration or message clarity, possibly overwhelming followers or missing opportunities to deepen connections.","recommendation":"To amplify their voice on X, MetaDJ should focus on targeted, high-quality content dives with storytelling around their most groundbreaking projects, engage more directly with followers through Q&As or live DJ sessions, and leverage thread formats to build anticipation and community interaction.","roast":"MetaDJ’s tweet storm is so frequent, their timeline looks less like a curated cosmic journey and more like the aftermath of an intergalactic rave where DJs never took a sip of water—stellar energy, but someone's gotta hit pause before the universe runs out of bandwidth.","win":"Successfully blended emerging AI technologies with creative expression to build a unique personal brand as a Metaverse DJ and AI Experience Engineer, a niche few have mastered and shared so enthusiastically with the digital community."},"created":1763028002709,"type":"the innovator","id":"metadjai"},{"user":{"id":"1894314002291068928","name":"AI产品玩家","description":"用AI做产品与技术｜重塑数字化物流","followers_count":2028,"friends_count":99,"statuses_count":2331,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1950043485438107648/ZDHr_b4u_normal.jpg","screen_name":"AIPMLogi","location":"china","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"shipmenttrack.us","expanded_url":"https://shipmenttrack.us","url":"https://t.co/v5djKpmPA7","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"AI产品玩家 is a tech-savvy trailblazer diving deep into AI-driven product development and transforming digital logistics. With over two thousand tweets, they share practical insights on SEO, passive income, and cutting-edge digital tools, captivating an audience hungry for actionable advice. They blend innovation with hands-on experience, making complex topics accessible and engaging.","purpose":"To revolutionize the digital logistics landscape by leveraging AI and cutting-edge technology, while empowering others to learn and grow through practical, shareable knowledge.","beliefs":"They believe in democratizing knowledge, that learning through accessible resources like blogs and online tools is the key to mastering digital skills. They also value innovation, continuous improvement, and the power of passive income streams for financial freedom.","facts":"Fun fact: This profile has mastered turning complex SEO and Google AdSense strategies into bite-sized, actionable tips that make digital entrepreneurship look easy—talk about teaching ‘white-hat hacking’ on steroids!","strength":"Exceptional ability to break down complex AI and SEO topics into digestible insights combined with real-world application; a strong content creator who consistently educates and inspires their community.","weakness":"Sometimes their focus on technical topics might come off as niche or overly specialized, potentially limiting broad follower appeal beyond tech enthusiasts and digital marketers.","roast":"For someone dubbed AI产品玩家, you’ve spent more time explaining SEO hacks than chatting with actual AI—maybe let the robots do some tweeting while you take a coffee break!","win":"Achieved viral reach with insightful, easy-to-follow guides on SEO and Google AdSense, engaging hundreds of thousands across multiple tweets and establishing credibility as a go-to expert for passive income strategies.","recommendation":"To grow on X, AI产品玩家 should leverage short-form video content (like clips or animated threads) explaining AI and SEO tips, engage more in popular digital nomad or tech conversations, and collaborate with influencers in adjacent niches such as entrepreneurship and digital marketing to widen their network."},"created":1763027805236,"type":"the innovator","id":"aipmlogi"},{"user":{"id":"1971999437502414848","name":"DIP ROY","description":"I share insights AI,Tech tools & trends related prompts, cheatsheets and giveaways daily.","followers_count":413,"friends_count":100,"statuses_count":6063,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1974464733723168769/SALOGMcv_normal.jpg","screen_name":"dip_roy_1","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Dip Roy is an AI and tech enthusiast who fuels his audience's curiosity with daily insights, cheat sheets, and giveaways focused on cutting-edge AI skills and tools. His content is rich with practical tips to master emerging technologies, aimed at helping followers stay ahead in the fast-evolving AI landscape. With a prolific tweeting habit and engaging calls to action, he cultivates a community hungry for knowledge and quick wins.","purpose":"Dip's life purpose is to pioneer the democratization of AI knowledge by empowering everyday users and tech professionals alike to harness the power of artificial intelligence efficiently and effectively. He seeks to bridge the gap between complex AI concepts and practical application, accelerating personal and professional growth among his followers.","beliefs":"He believes that mastery of AI skills is not just advantageous but essential for future success, advocating continuous learning and adaptation as keys to staying competitive. He values accessibility and practical learning, emphasizing actionable insights over abstract theory, and champions the idea that technology should serve as a powerful multiplier for human potential.","facts":"Fun fact: Despite sharing daily giveaways and cheat sheets, Dip manages to maintain an incredibly high engagement rate, proving that quality and consistency truly drive follower interaction in the AI space.","strength":"Dip’s greatest strength lies in his ability to distill complex AI technologies into bite-sized, actionable content that resonates with a broad audience. His consistency, engagement strategy, and pioneering mindset position him as a trusted source for anyone wanting to master AI tools quickly and thoroughly.","weakness":"While Dip’s frequent postings keep him visible, the sheer volume of call-to-actions and reliance on engagement mechanics like follows, reposts, and comments might sometimes overwhelm or fatigue his audience. Additionally, without a publicly visible follower count, it’s challenging to gauge and scale his community growth organically.","recommendation":"To grow his audience on X, Dip should consider weaving in more personal storytelling or behind-the-scenes content to humanize his brand and build deeper connections. Leveraging threads that solve specific AI pain points or sharing success stories from his community can boost authenticity, while experimenting with varied content formats like short videos or polls could increase engagement beyond just likes and retweets.","roast":"For someone who tweets over 6000 times, Dip’s followers must be indie archaeologists, carefully unearthing his gems among mountains of AI prompts — or they’re just really good at ghosting him after every follow request. Maybe ease up on the CTA gymnastics so folks don’t need a fitness tracker just to keep up with your tweets.","win":"Dip’s biggest win is successfully cultivating a highly engaged and knowledgeable community that eagerly participates in daily learning about AI, evidenced by consistently high likes, retweets, and lively discussions on his posts. He’s turned rapid-fire AI education into a well-oiled content machine that serves both beginners and advanced users."},"created":1763027545562,"type":"the innovator","id":"dip_roy_1"},{"user":{"id":"1622876735933906945","name":"Pythagora","description":"All-in-one AI dev platform with built-in security","followers_count":1957,"friends_count":99,"statuses_count":3432,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1909301609076539392/jOgoPYid_normal.jpg","screen_name":"PythagoraAI","location":"San Francisco, CA","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"pythagora.ai","expanded_url":"https://pythagora.ai","url":"https://t.co/7XBkbMWrvf","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Pythagora is a trailblazing AI development platform revolutionizing how developers create secure, production-ready apps seamlessly. With a focus on integrating frontend, backend, and AI tools into one cohesive experience, Pythagora empowers programmers to ship faster without the usual roadblocks. Their passion for innovation is evident in their dedication to secure-by-default environments and community-driven growth.","purpose":"To redefine AI development by delivering an all-in-one, secure platform that simplifies the coding process and elevates developer productivity globally.","beliefs":"Pythagora believes that AI should enhance creativity and productivity without compromising security, and that seamless integration along with community support is the true path to innovation.","facts":"Fun fact: Pythagora just launched ‘Secure Spaces,’ making every AI-built app safe from the moment of creation, showing their commitment to security right out of the gate.","strength":"Their biggest strength lies in combining deep technical expertise with user-centric design, enabling developers to build complex AI applications efficiently with built-in security and powerful integration capabilities.","weakness":"While highly focused on technology and innovation, Pythagora might sometimes come across as too technical or niche, which can limit appeal to a broader, less specialized audience.","roast":"Pythagora is that friend who builds a rocket in their garage but insists on explaining every bolt and wire in a way that leaves you both amazed and utterly lost—tech so advanced it might need its own translator.","win":"Successfully graduating from Y Combinator W24 and launching a production-ready AI dev platform with cutting-edge secure environments—not just demos—marks a major milestone and proof of market fit.","recommendation":"To grow their audience on X, Pythagora should share more bite-sized, relatable success stories and user testimonials highlighting real-world impact, paired with engaging visual demos that translate tech jargon into clear benefits."},"created":1763027319261,"type":"the innovator","id":"pythagoraai"}],"activities":{"nreplies":[{"label":"2025-10-15","value":1,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":2,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":4,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":7,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":5,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":2,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":10,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":20,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":5,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":16,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":5,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":2,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":2,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":6,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":5,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":1,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":2,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":2,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":9,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":3,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nbookmarks":[{"label":"2025-10-15","value":12,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":5,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":24,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":377,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":92,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":53,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":315,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":244,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":14,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":139,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":141,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":97,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":16,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":12,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":42,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":6,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":54,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":824,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":13,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":58,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nretweets":[{"label":"2025-10-15","value":3,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":0,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":3,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":57,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":16,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":5,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":52,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":41,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":12,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":14,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":9,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":2,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":6,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":1,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":8,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":108,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":2,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":10,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nlikes":[{"label":"2025-10-15","value":13,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":7,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":28,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":332,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":108,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":54,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":308,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":318,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":7,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":152,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":101,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":118,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":15,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":13,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":42,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":3,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":12,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":52,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":3,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":2,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":677,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":19,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":70,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}],"nviews":[{"label":"2025-10-15","value":3046,"startTime":1760400000000,"endTime":1760486400000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/sci-m-wang/ACE…","expanded_url":"https://github.com/sci-m-wang/ACE-open","url":"https://t.co/WxKJ0ThzbP","indices":[13,36]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1976269613072843063","quoted_status_permalink":{"url":"https://t.co/GWYKPlR0qD","expanded":"https://twitter.com/rryssf_/status/1976269613072843063","display":"x.com/rryssf_/status…"},"retweeted":false,"fact_check":null,"id":"1978248456469696928","view_count":3046,"bookmark_count":12,"created_at":1760486160000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1978248456469696928","full_text":"发现ACE的一个开源实现：https://t.co/WxKJ0ThzbP\n\n但官方还没有开源。有人知道还有谁在复现？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-16","value":14026,"startTime":1760486400000,"endTime":1760572800000,"tweets":[{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978130461596745856","quoted_status_permalink":{"url":"https://t.co/PNqejw35fK","expanded":"https://twitter.com/lennysan/status/1978130461596745856","display":"x.com/lennysan/statu…"},"retweeted":false,"fact_check":null,"id":"1978265594127327544","view_count":3520,"bookmark_count":5,"created_at":1760490246000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978265594127327544","full_text":"每个人都应该更多地使用 Claude Code，非常认可！\n\nCC其实对非技术人员也非常的帮助。\n\nCC是一个真实好用的通用agent（不仅仅是写代码）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978491999029219364","quoted_status_permalink":{"url":"https://t.co/zZUaO9gNEq","expanded":"https://twitter.com/GoogleDeepMind/status/1978491999029219364","display":"x.com/GoogleDeepMind…"},"retweeted":false,"fact_check":null,"id":"1978597135684907031","view_count":9977,"bookmark_count":0,"created_at":1760569292000,"favorite_count":1,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978597135684907031","full_text":"Veo跟Sora，好像AI工程师跟互联网产品经理在PK，完全鸡同鸭讲。\n\nVeo做的视频，还得发到其他视频平台，Sora直接做了新时代的视频社交平台。两者的价值差1000倍。\n\nGoogle只有在自家的Youtube被蚕食的很厉害的时候才会反应过来吧，但那时Sora App可能已经绝尘而去，再也追不上了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1978368569957130332","view_count":529,"bookmark_count":0,"created_at":1760514798000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978211783157731601","full_text":"@dotey 关键是，如果这不太相关的内容，直接不传给LLM不是更有效？","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1978211783157731601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":7638,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1978674697983205881","view_count":3696,"bookmark_count":11,"created_at":1760587784000,"favorite_count":18,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"相对Claude code使用grep的agentic research（其实不仅是research，而是investigate调研），RAG一大优势是语义相似性。\n\n但agentic自身会生成很多近义词keyword，甚至翻译成另外的语言，所以它往往也能检索到。\n\n而且grep支持用“或”的关系一次查很多关键词，效率高非常多。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1978877498411880550","quoted_status_permalink":{"url":"https://t.co/sv0WwaBpYy","expanded":"https://twitter.com/alexalbert__/status/1978877498411880550","display":"x.com/alexalbert__/s…"},"retweeted":false,"fact_check":null,"id":"1978970904395665523","view_count":3459,"bookmark_count":12,"created_at":1760658405000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1978970904395665523","full_text":"Claude 发布了skill的机制，非常棒！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1380719534970040322","name":"Alex Albert","screen_name":"alexalbert__","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"alexalbert__","lang":"en","retweeted":false,"fact_check":null,"id":"1978972702162477259","view_count":365,"bookmark_count":1,"created_at":1760658834000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978877498411880550","full_text":"@alexalbert__ Does it work with Claude Code?","in_reply_to_user_id_str":"1380719534970040322","in_reply_to_status_id_str":"1978877498411880550","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2812193994","name":"Xinchun Qian","screen_name":"ZhiyiQian","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ZhiyiQian","lang":"zh","retweeted":false,"fact_check":null,"id":"1978799024343072869","view_count":71,"bookmark_count":0,"created_at":1760617426000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@ZhiyiQian 正相反，以前非技术人员不能用grep，是因为门槛太高（命令行 + 复杂的语法） \n\n现在白领可以用了，因为agent为他生成了命令。 \n\n我们的经验， grep在文档的检索和调查里非常好用。","in_reply_to_user_id_str":"2812193994","in_reply_to_status_id_str":"1978784719610208271","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116656136","name":"Xin Wang","screen_name":"xwang_sh","indices":[0,9]},{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[10,17]}]},"favorited":false,"in_reply_to_screen_name":"xwang_sh","lang":"zh","retweeted":false,"fact_check":null,"id":"1978695281643335726","view_count":47,"bookmark_count":0,"created_at":1760592692000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1978674697983205881","full_text":"@xwang_sh @9hills 这个我把RAG代指embedding了","in_reply_to_user_id_str":"116656136","in_reply_to_status_id_str":"1978686452385914927","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":74498,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":true,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills","url":"https://t.co/osOKO8sCi5","indices":[17,40]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979308551572197871","view_count":36824,"bookmark_count":266,"created_at":1760738907000,"favorite_count":217,"quote_count":1,"reply_count":1,"retweet_count":44,"user_id_str":"38167656","conversation_id_str":"1979308551572197871","full_text":"Claude skills 开源 https://t.co/osOKO8sCi5","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979308551572197871","quoted_status_permalink":{"url":"https://t.co/CNeyVEBThH","expanded":"https://twitter.com/JefferyTatsuya/status/1979308551572197871","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331402866004040","view_count":26784,"bookmark_count":88,"created_at":1760744355000,"favorite_count":86,"quote_count":2,"reply_count":3,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979331402866004040","full_text":"我为什么这么看重skills，因为这才是agent时代的工作流的正确方向！而不是OpenAI的线框图！\n\nskill不仅能定义了事情怎么做，还能定义怎么plan。就是把那种线框图的流程和节点的功能，都用文本文件给定义了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1979331402866004040","quoted_status_permalink":{"url":"https://t.co/qWa7jMEZ4i","expanded":"https://twitter.com/JefferyTatsuya/status/1979331402866004040","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331537368994022","view_count":7567,"bookmark_count":14,"created_at":1760744387000,"favorite_count":20,"quote_count":2,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1979331537368994022","full_text":"企业不是要无数个工作流的agent，而是只要一个agent但手上有各种活的skill。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/anthropics/ski…","expanded_url":"https://github.com/anthropics/skills/blob/main/skill-creator/SKILL.md","url":"https://t.co/zanzTR1jCp","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979331537368994022","quoted_status_permalink":{"url":"https://t.co/QKFWO7nn9o","expanded":"https://twitter.com/JefferyTatsuya/status/1979331537368994022","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1979331940340895966","view_count":3323,"bookmark_count":9,"created_at":1760744483000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979331940340895966","full_text":"https://t.co/zanzTR1jCp\n\n这是skill creator的skill描述，看起来有点像GTP Builder（应该算是失败了）。\n\n但用在skill上，将会非常稳定可靠。\n\n配合上CC这样的优秀agent，基本就完备了。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":11471,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=IoqpBK…","expanded_url":"https://youtube.com/watch?v=IoqpBKrNaZI","url":"https://t.co/G2hhOQxDUW","indices":[126,149]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844030298239328","view_count":5413,"bookmark_count":43,"created_at":1760866575000,"favorite_count":44,"quote_count":0,"reply_count":0,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1979844030298239328","full_text":"Anthropic的演示展示了Skills自动协同工作：\n\nPowerPoint Skill → Brand Guidelines Skill → Poster Design Skill 全部在一个对话中。Claude根据需要在它们之间切换。\n\n视频：https://t.co/G2hhOQxDUW","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/yusufkaraaslan…","expanded_url":"https://github.com/yusufkaraaslan/Skill_Seekers","url":"https://t.co/00tKe7KyWH","indices":[60,83]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1979844373195149736","view_count":2100,"bookmark_count":42,"created_at":1760866656000,"favorite_count":42,"quote_count":0,"reply_count":1,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1979844373195149736","full_text":"这个项目可以把文档网站转成Claude skill。\n\n大家如果要引用一套API什么的，就可以用这个来生成skill\n\nhttps://t.co/00tKe7KyWH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1979849053338013904","view_count":3296,"bookmark_count":7,"created_at":1760867772000,"favorite_count":21,"quote_count":0,"reply_count":4,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1979849053338013904","full_text":"skill会让所有人都可以把他擅长的技能给到agent，并分享给所有人。\n\n很快会迎来skill的爆发式涌现","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1979781604953436380","view_count":662,"bookmark_count":0,"created_at":1760851691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1979624320893673594","full_text":"@dotey 感觉skills的抽象和progressive disclosure也许是一种解决方法，是agent对技能的学习，并通过间接的方式记忆在memory里。\n\n这种方式应用于通用的memory，可能就解决他说的学习问题","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1979624320893673594","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":25586,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3HaGl6O61y","expanded_url":"https://x.com/JefferyTatsuya/status/1980082165921763785/photo/1","id_str":"1980080296495140864","indices":[98,121],"media_key":"3_1980080296495140864","media_url_https":"https://pbs.twimg.com/media/G3qoietX0AA5fpm.jpg","type":"photo","url":"https://t.co/3HaGl6O61y","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1153,"width":2048,"focus_rects":[{"x":0,"y":0,"w":2048,"h":1147},{"x":704,"y":0,"w":1153,"h":1153},{"x":775,"y":0,"w":1011,"h":1153},{"x":992,"y":0,"w":577,"h":1153},{"x":0,"y":0,"w":2048,"h":1153}]},"media_results":{"result":{"media_key":"3_1980080296495140864"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980082165921763785","view_count":25586,"bookmark_count":53,"created_at":1760923351000,"favorite_count":54,"quote_count":1,"reply_count":2,"retweet_count":5,"user_id_str":"38167656","conversation_id_str":"1980082165921763785","full_text":"可以想象，以后每个组织的做事workflow，都在skills的一个树里，从粗到细记录该组织做事情的流程方法。\n\n组织的agent执行时动态加载树上对应skill，人的任务是持续优化skill。 https://t.co/3HaGl6O61y","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":81973,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980260072635974032","quoted_status_permalink":{"url":"https://t.co/Q16DjN4oCu","expanded":"https://twitter.com/imxiaohu/status/1980260072635974032","display":"x.com/imxiaohu/statu…"},"retweeted":false,"fact_check":null,"id":"1980424085177024681","view_count":48552,"bookmark_count":170,"created_at":1761004871000,"favorite_count":164,"quote_count":1,"reply_count":4,"retweet_count":30,"user_id_str":"38167656","conversation_id_str":"1980424085177024681","full_text":"DeepSeek OCR配合上MinerU，简直是文档处理的完美搭档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980424085177024681","quoted_status_permalink":{"url":"https://t.co/taeHMEBVj5","expanded":"https://twitter.com/JefferyTatsuya/status/1980424085177024681","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980533609993056275","view_count":15930,"bookmark_count":109,"created_at":1761030983000,"favorite_count":97,"quote_count":2,"reply_count":2,"retweet_count":17,"user_id_str":"38167656","conversation_id_str":"1980533609993056275","full_text":"文档理解：\n\n- MinerU把文档的布局段落、直观的内容提取出来\n- 难描述的图片，用DP-OCR提取文字来描述\n\n召回：\n\n- 通过RAG获得可能回答问题的文档页面\n\n答案合成：\n\n- 将这些页面的截图给DP-OCR，让它回答问题\n\n由于高压缩率，原来RAG使用100个段落，在OCR下可能是1000个页面，答案基本上不会遗漏","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,70],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/zXMmDkgckW","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980641224160928107","view_count":6968,"bookmark_count":5,"created_at":1761056641000,"favorite_count":18,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980641224160928107","full_text":"Claude Code移植到web端是对的，但还只是用于写代码有些浪费。\n\n更彻底的方案是，除了编程外CC可以做所有其他事。\n\n等我们的产品","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980641224160928107","quoted_status_permalink":{"url":"https://t.co/gHeXfsC5tn","expanded":"https://twitter.com/JefferyTatsuya/status/1980641224160928107","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980646209523183776","view_count":4286,"bookmark_count":20,"created_at":1761057829000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"在我看来“上下文工程”的问题已经解决了：Claude Code通过像人一样的用grep + google 一步步的调研直到答案。\n\n我们人，手边有图书馆和互联网，哪还有上下文问题？\n\n那下一步推理：如果把企业的文档系统(sharepoint, gdrive)连上Claude Code，它不就成了最好的商业Agent？\n\n越想越有意思","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980754670017737044","quoted_status_permalink":{"url":"https://t.co/3LODlw8IxK","expanded":"https://twitter.com/JefferyTatsuya/status/1980754670017737044","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1980759368741343389","view_count":1957,"bookmark_count":8,"created_at":1761084808000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980759368741343389","full_text":"另外，同步文档后，除了检索品质外，有很多其他创新空间。\n\n比如：excel解析成sql，来提供统计结果\n\n比如：agent阅读所有文档和会议后，自己建立组织的memory和skills体系\n\n比如：deepseek-ocr立刻投入应用，获得远超云盘自身的多模态检索能力","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980685602384441368","quoted_status_permalink":{"url":"https://t.co/XIxxgB70uQ","expanded":"https://twitter.com/OpenAI/status/1980685602384441368","display":"x.com/OpenAI/status/…"},"retweeted":false,"fact_check":null,"id":"1980768732285923741","view_count":1829,"bookmark_count":1,"created_at":1761087041000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1980768732285923741","full_text":"OpenAI的战略是把Google的Billion user的app都做一遍？\n\nChatGPT -> Google Search\nSora -> Youtube\nAtlas -> Chrome\n\n下一个是？Android？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2580421885","name":"Jintao Zhang 张晋涛","screen_name":"zhangjintao9020","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"zhangjintao9020","lang":"zh","retweeted":false,"fact_check":null,"id":"1980754670017737044","view_count":2451,"bookmark_count":2,"created_at":1761083688000,"favorite_count":2,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1980646209523183776","full_text":"@zhangjintao9020 好问题！这里有本质差别\n\nChatGPT和Claude的SaaS Connector是利用云盘的搜索接口来做信息召回。\n\n而类CC的Agent的召回，是直接同步云盘的所有文档，拥有grep/检索/向量等各种检索工具\n\n我们看到后者的效果会好很多，因为Agent直接把控文档，它就有巨大的操作空间和精度与效率的提升。\n\n回头写个长文","in_reply_to_user_id_str":"2580421885","in_reply_to_status_id_str":"1980662505367302407","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[]},{"label":"2025-10-24","value":65433,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981156753191403606","quoted_status_permalink":{"url":"https://t.co/HMDHPgu3i2","expanded":"https://twitter.com/dotey/status/1981156753191403606","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1981162998711595489","view_count":4195,"bookmark_count":2,"created_at":1761181041000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1981162998711595489","full_text":"DeepSeek-OCR 让图形 -> 文字 极度高效。类似人，眼睛看，嘴巴/耳朵沟通。\n\n哪位可以去研究接入视频？那就非常符合人类和世界的接触了。甚至完全可能用于机器人，可能是最先进的机器人视觉系统。\n\n可行，因为DS-OCR用的SAM模型的新版本 SAM 2是支持视频分割的。CLIP也有视频版","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981263859991400757","view_count":29379,"bookmark_count":81,"created_at":1761205088000,"favorite_count":127,"quote_count":2,"reply_count":14,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1981263859991400757","full_text":"突然想到，DeepSeek-OCR可能彻底颠覆基于向量召回的文档检索RAG。\n\n它只要把文档视觉token向量化，提供距离计算。那就根本不需要去parse文档了，全部截屏为图片，存成token即可！\n\n那样的话，图片检索也好，文档检索也好也要被快速的颠覆掉了！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981507908522352704","quoted_status_permalink":{"url":"https://t.co/mrfAbOmGKB","expanded":"https://twitter.com/JefferyTatsuya/status/1981507908522352704","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981508047374885279","view_count":2689,"bookmark_count":12,"created_at":1761263307000,"favorite_count":14,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981508047374885279","full_text":"skill带来的第三个变革：优先级不再重要。\n\n以前：资源有限，必须排优先级。JIRA永远堆着需求，线性执行，慢。\n\n现在：10个任务同时启动，批量并行。算力便宜，不用排队。\n\n执行层不再是瓶颈。\n\n从串行到并发。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1981506903336505629","quoted_status_permalink":{"url":"https://t.co/IddRdK2ctV","expanded":"https://twitter.com/JefferyTatsuya/status/1981506903336505629","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1981507908522352704","view_count":4254,"bookmark_count":7,"created_at":1761263274000,"favorite_count":8,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981507908522352704","full_text":"skill带来的第二个变革：从管人到要结果。\n\n以前：10个任务5个工程师，管理就是决定谁做什么。盯人、催进度、协调冲突。\n\n现在：AI agents执行。管理变成定义要什么结果、品质要多高。\n\n不再是\"小王你做这个\"，而是\"这件事要做到什么程度\"。\n\n从盯人到要品质。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1980082165921763785","quoted_status_permalink":{"url":"https://t.co/mQ4GBZlfrd","expanded":"https://twitter.com/JefferyTatsuya/status/1980082165921763785","display":"x.com/JefferyTatsuya…"},"retweeted":true,"fact_check":null,"id":"1981506903336505629","view_count":24916,"bookmark_count":142,"created_at":1761263035000,"favorite_count":159,"quote_count":3,"reply_count":6,"retweet_count":23,"user_id_str":"38167656","conversation_id_str":"1981506903336505629","full_text":"我发现skill可能彻底改变组织管理。首先：\n\n以前：定规矩→培训→盯执行→纠偏。成本都花在让人照做。\n\n现在：把流程写成skill。员工给Agent发指示时自动加载，合规和标准的skill自动嵌入。\n\n管理者从监工变设计师。不盯人，盯方法。\n\n从管人到管系统。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":6844,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1981862127595041146","view_count":6844,"bookmark_count":14,"created_at":1761347727000,"favorite_count":7,"quote_count":3,"reply_count":5,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"有人搞定skill里动态加载调用MCP吗？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":129302,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982011765744677130","quoted_status_permalink":{"url":"https://t.co/27aRvUZ3I4","expanded":"https://twitter.com/JefferyTatsuya/status/1982011765744677130","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982013721045328097","view_count":92364,"bookmark_count":124,"created_at":1761383869000,"favorite_count":123,"quote_count":3,"reply_count":12,"retweet_count":11,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"这么看， MCP将很快过时。\n\nSkill里内置一段脚本调用工具，这个方案让工具可以按需加载（MCP必须预加载）\n\n同时可以让agent可以调用（理论上）无限多的工具而占用零上下文！\n\n巨大进步","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982065444338176393","quoted_status_permalink":{"url":"https://t.co/72hk0Kqmw2","expanded":"https://twitter.com/JefferyTatsuya/status/1982065444338176393","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982065580783091748","view_count":2021,"bookmark_count":5,"created_at":1761396234000,"favorite_count":9,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065580783091748","full_text":"转变思维：\n\n❌ 别想\"我要做X agent\"\n✅ 要想\"我要用 agentic 方法获得Y产出\"\n\n保持清醒，聚焦真正的价值，在 agent 时代获得成功。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982065444338176393","view_count":3241,"bookmark_count":4,"created_at":1761396201000,"favorite_count":11,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982065444338176393","full_text":"Shift your mindset:\n\n❌ Don't think \"build X agent\"\n✅ Think \"achieve Y output, agentically\"\n\nThis keeps you clear-headed and focused on real value in the agent era.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"488300066","name":"Vaayne","screen_name":"LiuVaayne","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"LiuVaayne","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011765744677130","view_count":30716,"bookmark_count":6,"created_at":1761383403000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@LiuVaayne 这个应该是skill 动态执行MCP/tool的正解了！\n\n其实是生成一段代码来调用外部工具，避免了 MCP 的复杂性。","in_reply_to_user_id_str":"488300066","in_reply_to_status_id_str":"1982007194192425414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1311164186001461248","name":"axtrur","screen_name":"axtrur","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"axtrur","lang":"zh","retweeted":false,"fact_check":null,"id":"1982011910477541380","view_count":96,"bookmark_count":0,"created_at":1761383438000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@axtrur 这个过于复杂了。找到解法了，就是skill里生成代码执行工具","in_reply_to_user_id_str":"1311164186001461248","in_reply_to_status_id_str":"1982009825149223234","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"815375519847882752","name":"xincmm","screen_name":"xincmm","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xincmm","lang":"zh","retweeted":false,"fact_check":null,"id":"1981991716803752348","view_count":110,"bookmark_count":0,"created_at":1761378623000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1981862127595041146","full_text":"@xincmm 看起来是个可行的思路。很赞","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1981942226738729140","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1872403399989424128","name":"JimmyJacy","screen_name":"ljhspurs","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"ljhspurs","lang":"zh","retweeted":false,"fact_check":null,"id":"1982083192577499440","view_count":754,"bookmark_count":0,"created_at":1761400433000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982013721045328097","full_text":"@ljhspurs skill有规范的，也是portal的，跟模型不绑定","in_reply_to_user_id_str":"1872403399989424128","in_reply_to_status_id_str":"1982079552202666308","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":39540,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/GBSOSS/-mcp-to…","expanded_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","url":"https://t.co/O35nSaCUXq","indices":[24,47]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1982013721045328097","quoted_status_permalink":{"url":"https://t.co/f6zdEZQl57","expanded":"https://twitter.com/JefferyTatsuya/status/1982013721045328097","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982249945777213601","view_count":39540,"bookmark_count":141,"created_at":1761440190000,"favorite_count":101,"quote_count":4,"reply_count":5,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1982249945777213601","full_text":"发布了一个开源项目，把mcp转换成skill\n\nhttps://t.co/O35nSaCUXq","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":33066,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982611533080437010","view_count":14863,"bookmark_count":2,"created_at":1761526399000,"favorite_count":3,"quote_count":2,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1982611533080437010","full_text":"Claude Code: de facto standard for context engineering\n\n1️⃣ grep → raw knowledge (code & docs)\n2️⃣ Skill → curated knowledge tree\n\nChaos vs Structure. Complete coverage.\n\nWhat's next? Semantic retrieval comeback?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982611533080437010","quoted_status_permalink":{"url":"https://t.co/Jg8Q71YLUc","expanded":"https://twitter.com/JefferyTatsuya/status/1982611533080437010","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1982611996031045671","view_count":18203,"bookmark_count":95,"created_at":1761526509000,"favorite_count":115,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"38167656","conversation_id_str":"1982611996031045671","full_text":"Claude Code已经是上下文工程的事实标准\n\n双轮召回：\n1️⃣ grep 召回 → 原始知识（代码+文档）\n2️⃣ Skill 渐进披露 → 整理后的知识树\n\n混沌与结构，全场景覆盖。\n\n下一代方案是什么？语义召回如何回归？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":2577,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1983424457051124026","view_count":2278,"bookmark_count":16,"created_at":1761720215000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983424457051124026","full_text":"大型软件从来不能单枪匹马，claude code再好也要适应团队开发。\n\n最近在摸索Github project与CC action 结合，把调研、编码、review、测试的agent化搭建起来。团队有一种突然猛踩油门的推背感。\n\n大家有什么最佳实践可以共享。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[0,7]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[8,17]},{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[18,25]},{"id_str":"1751810001751183361","name":"Cognition","screen_name":"cognition","indices":[26,36]},{"id_str":"1913276705747382273","name":"Jules","screen_name":"julesagent","indices":[37,48]},{"id_str":"1661523610111193088","name":"xAI","screen_name":"xai","indices":[49,53]}]},"favorited":false,"in_reply_to_screen_name":"github","lang":"en","retweeted":false,"fact_check":null,"id":"1983422356665274391","view_count":299,"bookmark_count":0,"created_at":1761719714000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1983205334756839605","full_text":"@github @claudeai @OpenAI @cognition @julesagent @xai Could you solve the problem that Claude Code Action cannot access attachments in issues?","in_reply_to_user_id_str":"13334762","in_reply_to_status_id_str":"1983205334756839605","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":2519,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRIbMZsDXE","expanded_url":"https://x.com/JefferyTatsuya/status/1984057310441042012/photo/1","id_str":"1984052451411152896","indices":[268,291],"media_key":"3_1984052451411152896","media_url_https":"https://pbs.twimg.com/media/G4jFMU4a0AA4Yqj.jpg","type":"photo","url":"https://t.co/gRIbMZsDXE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":276,"y":0,"w":1080,"h":1080},{"x":343,"y":0,"w":947,"h":1080},{"x":546,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1984052451411152896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984057310441042012","view_count":1186,"bookmark_count":9,"created_at":1761871099000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"Turning Claude Code from Developers' Agent to Everyone's Agent！\n\nClaude Code is powerful. But it's locked behind CLI, localhost, and technical barriers.\n\nToday, we're launching GBase 2.0 — the first cloud-native enterprise deployment of Claude Code.\n\nWhat we built: 🧵 https://t.co/gRIbMZsDXE","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,135],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","retweeted":false,"fact_check":null,"id":"1984050027678068902","view_count":809,"bookmark_count":3,"created_at":1761869363000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984050027678068902","full_text":"想了很久SaaS和Agent的区别，发现其实挺简单的：\nSaaS是管人的，Agent是干活的。\n\n你看CRM记录了客户信息，但没帮你拿下订单。Jira追踪了开发进度，但没帮你写代码。\n\n而Agent版的CRM是真的去跟进客户、推进成单，Jira是真的去写代码、实现功能。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984049328961548503","view_count":431,"bookmark_count":0,"created_at":1761869196000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984049328961548503","full_text":"SaaS manages people. Agents achieve goals.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"JefferyTatsuya","lang":"en","retweeted":false,"fact_check":null,"id":"1984057312882127045","view_count":93,"bookmark_count":0,"created_at":1761871100000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984057310441042012","full_text":"1/ From local to cloud\n\nClaude Code = CLI tool on laptop\nGBase 2.0 = Web GUI accessible anywhere\n\nThe shift:\n- GUI vs Terminal: No command line needed\n- Cloud vs Local: All data in secure cloud\n- Zero-install: Login and start, no setup\n- Multi-tenant: sandbox keep data isolated","in_reply_to_user_id_str":"38167656","in_reply_to_status_id_str":"1984057310441042012","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":1138,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984160263847997940","quoted_status_permalink":{"url":"https://t.co/HS5YkHdRfi","expanded":"https://twitter.com/GBaseHub/status/1984160263847997940","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1984488000471048566","view_count":1138,"bookmark_count":0,"created_at":1761973783000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984488000471048566","full_text":"万圣节的小G 数字人，会不会更受欢迎？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":12525,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984800627437027771","quoted_status_permalink":{"url":"https://t.co/s4dtuQVAXR","expanded":"https://twitter.com/JefferyTatsuya/status/1984800627437027771","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984802284568789276","view_count":1992,"bookmark_count":6,"created_at":1762048715000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1984802284568789276","full_text":"Anthropic的聚焦策略起效，做好模型的推理能力、稳定性、模型生产力的周围工具（MCP、CC agent、skill、plugin等），生产力方面提供强大的支持（写代码、办公、数据分析等）\n\n不做非文本类的其他模型，不做应用层，不跟自己客户抢市场。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984683421109481704","quoted_status_permalink":{"url":"https://t.co/mx57Y8fPgA","expanded":"https://twitter.com/rohanpaul_ai/status/1984683421109481704","display":"x.com/rohanpaul_ai/s…"},"retweeted":false,"fact_check":null,"id":"1984800627437027771","view_count":3100,"bookmark_count":2,"created_at":1762048320000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1984800627437027771","full_text":"Anthropic 在企业 LLM API 市场份额上已经超过了 OpenAI，达到32%。\n\nOpenAI降到25%， Google涨到20%","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1984950749949006210","quoted_status_permalink":{"url":"https://t.co/r7zwoipzXi","expanded":"https://twitter.com/JefferyTatsuya/status/1984950749949006210","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1984952056210432309","view_count":2602,"bookmark_count":19,"created_at":1762084423000,"favorite_count":18,"quote_count":0,"reply_count":0,"retweet_count":3,"user_id_str":"38167656","conversation_id_str":"1984952056210432309","full_text":"GBase把claude code引入到白领的团队协作后会逐渐把skills/plugin/agents等引入进来。\n\n最有挑战的是企业的memory，如何让agent进入企业，就瞬间理解了企业的所有知识上下文（至少通过progressive disclosure来分级理解也可以），是最大的壁垒。\n\n有对这个方向感兴趣的，请找我一起来实现Team Memory!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,144],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188341477376","indices":[145,168],"media_key":"3_1984927188341477376","media_url_https":"https://pbs.twimg.com/media/G4vgwt4b0AAEVM4.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":345,"w":639,"resize":"fit"},"medium":{"h":345,"w":639,"resize":"fit"},"small":{"h":345,"w":639,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":345,"width":639,"focus_rects":[{"x":11,"y":0,"w":616,"h":345},{"x":147,"y":0,"w":345,"h":345},{"x":168,"y":0,"w":303,"h":345},{"x":233,"y":0,"w":173,"h":345},{"x":0,"y":0,"w":639,"h":345}]},"media_results":{"result":{"media_key":"3_1984927188341477376"}}},{"display_url":"pic.x.com/nkuXL6XW0W","expanded_url":"https://x.com/JefferyTatsuya/status/1984927225742065914/photo/1","id_str":"1984927188333043712","indices":[145,168],"media_key":"3_1984927188333043712","media_url_https":"https://pbs.twimg.com/media/G4vgwt2bIAAD-ma.jpg","type":"photo","url":"https://t.co/nkuXL6XW0W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":530,"w":1155,"resize":"fit"},"medium":{"h":530,"w":1155,"resize":"fit"},"small":{"h":312,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":530,"width":1155,"focus_rects":[{"x":0,"y":0,"w":946,"h":530},{"x":0,"y":0,"w":530,"h":530},{"x":0,"y":0,"w":465,"h":530},{"x":12,"y":0,"w":265,"h":530},{"x":0,"y":0,"w":1155,"h":530}]},"media_results":{"result":{"media_key":"3_1984927188333043712"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984927225742065914","view_count":1089,"bookmark_count":13,"created_at":1762078503000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984927225742065914","full_text":"看到 Qwen3-VL 一个有意思的用法\n\n给它软件界面截图，问怎么用\n它会生成操作步骤说明\n同时直接在图上画框标出按钮位置 📍\n\n原理是输出坐标 [x1,y1,x2,y2]\n然后代码解析绘制线框\n精度 ±15px，实用性不错\n\n图文并茂的教程就这么自动生成了\n感觉这个思路挺有启发的 💡 https://t.co/nkuXL6XW0W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[0,9]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[10,19]}]},"favorited":false,"in_reply_to_screen_name":"okooo5km","lang":"zh","retweeted":false,"fact_check":null,"id":"1984950749949006210","view_count":2963,"bookmark_count":2,"created_at":1762084112000,"favorite_count":4,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@okooo5km @foxhu007 memory确实有很多种的实现方法，不过现在看，趋势是md格式的文档，一部分是高频的基本memory，叫profile。同时并通过progressive disclosure来实现树状结构的索引，以实现无限量大的memory。这块你怎么看？","in_reply_to_user_id_str":"1130628715","in_reply_to_status_id_str":"1984800778473914681","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"168139512","name":"Geek","screen_name":"geekbb","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"geekbb","lang":"zh","retweeted":false,"fact_check":null,"id":"1984976900289368182","view_count":662,"bookmark_count":0,"created_at":1762090346000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984970510602846707","full_text":"@geekbb 左边的更加细腻啊","in_reply_to_user_id_str":"168139512","in_reply_to_status_id_str":"1984970510602846707","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,144],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1640081654101295106","name":"成峰","screen_name":"chengfeng240928","indices":[0,16]},{"id_str":"1130628715","name":"十里","screen_name":"okooo5km","indices":[17,26]},{"id_str":"750923550","name":"foxhu","screen_name":"foxhu007","indices":[27,36]}]},"favorited":false,"in_reply_to_screen_name":"chengfeng240928","lang":"zh","retweeted":false,"fact_check":null,"id":"1984978757677994423","view_count":88,"bookmark_count":0,"created_at":1762090789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1984183593577726423","full_text":"@chengfeng240928 @okooo5km @foxhu007 根据ACE那篇论文，更新就放到最后面，不去修改前面的。\n\n只要都能召回，AI就能意识到前后顺序就行。\n\n就像人类也是隐约记得一个事情变化前后的，而不是变化后，就往了变化前。只不过旧的记得比较模糊，新的记得比较清楚。","in_reply_to_user_id_str":"1640081654101295106","in_reply_to_status_id_str":"1984977550167437392","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,260],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985134056292671707","view_count":29,"bookmark_count":0,"created_at":1762127815000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Love this. We're building proactive agents for enterprises, starting with meetings. Agents follow up – track actions, check progress, flag blockers.\n\nMeetings = decisions. Follow-through = where things die. We fix that.\n\nThoughts on enterprise angle?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":1375,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,56],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20536157","name":"Google","screen_name":"Google","indices":[3,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204324302233600","indices":[57,80],"media_key":"3_1985204324302233600","media_url_https":"https://pbs.twimg.com/media/G4zc0JyaoAAFgGI.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"medium":{"faces":[{"x":28,"y":21,"h":59,"w":59}]},"small":{"faces":[{"x":20,"y":15,"h":42,"w":42}]},"orig":{"faces":[{"x":28,"y":21,"h":59,"w":59}]}},"sizes":{"large":{"h":543,"w":945,"resize":"fit"},"medium":{"h":543,"w":945,"resize":"fit"},"small":{"h":391,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":543,"width":945,"focus_rects":[{"x":0,"y":14,"w":945,"h":529},{"x":35,"y":0,"w":543,"h":543},{"x":68,"y":0,"w":476,"h":543},{"x":170,"y":0,"w":272,"h":543},{"x":0,"y":0,"w":945,"h":543}]},"media_results":{"result":{"media_key":"3_1985204324302233600"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204481945227264","indices":[57,80],"media_key":"3_1985204481945227264","media_url_https":"https://pbs.twimg.com/media/G4zc9VDb0AA83wq.jpg","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":641,"w":1091,"resize":"fit"},"medium":{"h":641,"w":1091,"resize":"fit"},"small":{"h":400,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":641,"width":1091,"focus_rects":[{"x":0,"y":0,"w":1091,"h":611},{"x":0,"y":0,"w":641,"h":641},{"x":0,"y":0,"w":562,"h":641},{"x":0,"y":0,"w":321,"h":641},{"x":0,"y":0,"w":1091,"h":641}]},"media_results":{"result":{"media_key":"3_1985204481945227264"}}},{"display_url":"pic.x.com/0fxRq6IJd9","expanded_url":"https://x.com/JefferyTatsuya/status/1985204551868404082/photo/1","id_str":"1985204510642651136","indices":[57,80],"media_key":"3_1985204510642651136","media_url_https":"https://pbs.twimg.com/media/G4zc-_9bwAAXtUu.png","type":"photo","url":"https://t.co/0fxRq6IJd9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":269,"w":776,"resize":"fit"},"medium":{"h":269,"w":776,"resize":"fit"},"small":{"h":236,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":269,"width":776,"focus_rects":[{"x":0,"y":0,"w":480,"h":269},{"x":1,"y":0,"w":269,"h":269},{"x":17,"y":0,"w":236,"h":269},{"x":68,"y":0,"w":135,"h":269},{"x":0,"y":0,"w":776,"h":269}]},"media_results":{"result":{"media_key":"3_1985204510642651136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985204551868404082","view_count":1307,"bookmark_count":0,"created_at":1762144623000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985204551868404082","full_text":"Hi @Google , Gemini think it's 2024 today. Please fix it https://t.co/0fxRq6IJd9","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3448284313","name":"elvis","screen_name":"omarsar0","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985136705050144906","view_count":68,"bookmark_count":0,"created_at":1762128447000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985022450606714899","full_text":"@omarsar0 Thinking about this UI problem too. Maybe a streaming feed of agent insights? Or an agent dashboard that shows what they're working on in real-time.\n\nLike a notification stream, but smarter – surfaces what matters, not just updates. Could be the interface layer we need.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985022450606714899","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":4468,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985544704507928940","quoted_status_permalink":{"url":"https://t.co/Q1QCQQDjD9","expanded":"https://twitter.com/op7418/status/1985544704507928940","display":"x.com/op7418/status/…"},"retweeted":false,"fact_check":null,"id":"1985553066880365051","view_count":1790,"bookmark_count":0,"created_at":1762227715000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985553066880365051","full_text":"苹果的选择是正确的， Gemini Live是一个非常优秀的模型","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"GBase.ai","expanded_url":"http://GBase.ai","url":"https://t.co/nJ8QiMGSzt","indices":[20,43]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688208117760","indices":[94,117],"media_key":"3_1985672688208117760","media_url_https":"https://pbs.twimg.com/media/G46GyhTXAAAxXUu.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":990,"w":1634,"resize":"fit"},"medium":{"h":727,"w":1200,"resize":"fit"},"small":{"h":412,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":990,"width":1634,"focus_rects":[{"x":0,"y":75,"w":1634,"h":915},{"x":644,"y":0,"w":990,"h":990},{"x":766,"y":0,"w":868,"h":990},{"x":1139,"y":0,"w":495,"h":990},{"x":0,"y":0,"w":1634,"h":990}]},"media_results":{"result":{"media_key":"3_1985672688208117760"}}},{"display_url":"pic.x.com/IkKZZQSZ1X","expanded_url":"https://x.com/JefferyTatsuya/status/1985672801228112018/photo/1","id_str":"1985672688216449024","indices":[94,117],"media_key":"3_1985672688216449024","media_url_https":"https://pbs.twimg.com/media/G46GyhVWIAASBzt.jpg","type":"photo","url":"https://t.co/IkKZZQSZ1X","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1289,"w":2048,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":2082,"focus_rects":[{"x":0,"y":0,"w":2082,"h":1166},{"x":21,"y":0,"w":1310,"h":1310},{"x":102,"y":0,"w":1149,"h":1310},{"x":349,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":2082,"h":1310}]},"media_results":{"result":{"media_key":"3_1985672688216449024"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985672801228112018","view_count":1309,"bookmark_count":5,"created_at":1762256262000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"38167656","conversation_id_str":"1985672801228112018","full_text":"agentic search又一例子\n\nhttps://t.co/nJ8QiMGSzt里建一个 200 多个文件的 project。里面都是恐龙的文档。\n\nagent 能找出体型最小的龙 https://t.co/IkKZZQSZ1X","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,67],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985537082400645328","view_count":60,"bookmark_count":0,"created_at":1762223904000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious chatgpt和claude都没有把gdrive的文章下载下来，都是通过搜索接口来对接的吧","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985519295183442187","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[0,6]},{"id_str":"709787332254117888","name":"howie.serious","screen_name":"howie_serious","indices":[7,21]}]},"favorited":false,"in_reply_to_screen_name":"dotey","lang":"zh","retweeted":false,"fact_check":null,"id":"1985544480393453963","view_count":0,"bookmark_count":0,"created_at":1762225668000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985517587057557770","full_text":"@dotey @howie_serious GBase就是做SaaS connector + RAG的。这个对服务器是一种灾难，海量文档的存储、向量生成的巨大运算和储存成本、文档稍有改动就要重新生成索引的复杂机制。。。","in_reply_to_user_id_str":"3178231","in_reply_to_status_id_str":"1985538576902472155","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,27],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18478599","name":"Hsiaoming Yang","screen_name":"lepture","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"lepture","lang":"zh","retweeted":false,"fact_check":null,"id":"1985539920673284524","view_count":1309,"bookmark_count":1,"created_at":1762224581000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985295871836381399","full_text":"@lepture 我们在东京做检索和企业知识，可以聊聊","in_reply_to_user_id_str":"18478599","in_reply_to_status_id_str":"1985295871836381399","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":6516,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,86],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985887302724567438","quoted_status_permalink":{"url":"https://t.co/LnPfJoWMtS","expanded":"https://twitter.com/karminski3/status/1985887302724567438","display":"x.com/karminski3/sta…"},"retweeted":false,"fact_check":null,"id":"1985905098661261363","view_count":6455,"bookmark_count":54,"created_at":1762311646000,"favorite_count":51,"quote_count":0,"reply_count":1,"retweet_count":8,"user_id_str":"38167656","conversation_id_str":"1985905098661261363","full_text":"anthropic终于把MCP也做成渐进式披露和动态加载，并且通过代码执行调用了。\n\n这样可以有海量工具，并且不影响上下文。\n\n本质上完成了通过skill的方式实现MCP。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,153],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"gbase.ai/blog/claude-co…","expanded_url":"https://gbase.ai/blog/claude-code-for-office-workers/","url":"https://t.co/NQ6CqeptIP","indices":[130,153]}],"user_mentions":[{"id_str":"2967102135","name":"Daniel San","screen_name":"dani_avila7","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"dani_avila7","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985909180159390017","view_count":61,"bookmark_count":0,"created_at":1762312619000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1985516766391378098","full_text":"@dani_avila7 We made a product to run CC in docker so that office workers can use it as a generic agent against their documents.\n\nhttps://t.co/NQ6CqeptIP","in_reply_to_user_id_str":"2967102135","in_reply_to_status_id_str":"1985516766391378098","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":999,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,17],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986316533598142625","quoted_status_permalink":{"url":"https://t.co/jwPAuLSMiI","expanded":"https://twitter.com/GBaseHub/status/1986316533598142625","display":"x.com/GBaseHub/statu…"},"retweeted":false,"fact_check":null,"id":"1986336818799771657","view_count":999,"bookmark_count":0,"created_at":1762414576000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986336818799771657","full_text":"欢迎大家成为Felo 字幕的大使！","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":1626,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,12],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986260641255203287","quoted_status_permalink":{"url":"https://t.co/zVqH5ImLJE","expanded":"https://twitter.com/9hills/status/1986260641255203287","display":"x.com/9hills/status/…"},"retweeted":false,"fact_check":null,"id":"1986592085420515559","view_count":1574,"bookmark_count":0,"created_at":1762475436000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986592085420515559","full_text":"跟我们的使用经验基本一致","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,72],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"116355740","name":"九原客","screen_name":"9hills","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"9hills","lang":"zh","retweeted":false,"fact_check":null,"id":"1986594381705469986","view_count":52,"bookmark_count":0,"created_at":1762475984000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986260641255203287","full_text":"@9hills MCP 工具，必须为每种MCP 专门做一个connector/search agent ，才可能支持主agent充分利用它的能力","in_reply_to_user_id_str":"116355740","in_reply_to_status_id_str":"1986260641255203287","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":77492,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,165],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986980370953453660","quoted_status_permalink":{"url":"https://t.co/iI1VOxxeOq","expanded":"https://twitter.com/JefferyTatsuya/status/1986980370953453660","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1986980844981133829","view_count":13613,"bookmark_count":135,"created_at":1762568124000,"favorite_count":123,"quote_count":0,"reply_count":3,"retweet_count":14,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"发现了最简单的产品问答 Agent 构建方法：\n\n→用 Mintlify 写手册，自动生成 /llms-full.txt\n→ 创建一个 Claude Skill 映射文档 URL\n→ Agent 按需获取答案\n\n优势：\n• 无需 RAG/ embeddings\n• 无需多处维护内容\n• 自动同步最新版本\n• 零幻觉，基于官方文档","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,51],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1986990114539749434","quoted_status_permalink":{"url":"https://t.co/ok6L7m1vGd","expanded":"https://twitter.com/shao__meng/status/1986990114539749434","display":"x.com/shao__meng/sta…"},"retweeted":false,"fact_check":null,"id":"1986994416737743313","view_count":2095,"bookmark_count":5,"created_at":1762571360000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986994416737743313","full_text":"还是用embedding 的，有没有支持claude code 式的agentic search 的？","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986980370953453660","view_count":8977,"bookmark_count":8,"created_at":1762568011000,"favorite_count":7,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980370953453660","full_text":"Found the simplest way to build your product Q&A agents:\n\n→Mintlify auto-creates /llms-full.txt from docs\n→ One Claude Skill maps URLs\n→ Agent fetches answers on-demand\n\nBenefits:\nNo RAG/embeddings\nNo duplicate maintenance\nAlways synced\nZero hallucination","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,82],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"mp.weixin.qq.com/s/6XZztmjHxeEb…","expanded_url":"https://mp.weixin.qq.com/s/6XZztmjHxeEbvhlXQXoM4Q","url":"https://t.co/SpnhiBb4mR","indices":[59,82]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810218188800","indices":[83,106],"media_key":"3_1987146810218188800","media_url_https":"https://pbs.twimg.com/media/G5PDftubEAAJf6S.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":448,"resize":"fit"},"medium":{"h":1200,"w":263,"resize":"fit"},"small":{"h":680,"w":149,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":448,"focus_rects":[{"x":0,"y":28,"w":448,"h":251},{"x":0,"y":0,"w":448,"h":448},{"x":0,"y":0,"w":448,"h":511},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":448,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810218188800"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810503405570","indices":[83,106],"media_key":"3_1987146810503405570","media_url_https":"https://pbs.twimg.com/media/G5PDfuybIAI5AJ8.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":300,"resize":"fit"},"medium":{"h":1200,"w":176,"resize":"fit"},"small":{"h":680,"w":100,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":300,"focus_rects":[{"x":0,"y":1396,"w":300,"h":168},{"x":0,"y":1330,"w":300,"h":300},{"x":0,"y":1309,"w":300,"h":342},{"x":0,"y":1180,"w":300,"h":600},{"x":0,"y":0,"w":300,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810503405570"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810721460224","indices":[83,106],"media_key":"3_1987146810721460224","media_url_https":"https://pbs.twimg.com/media/G5PDfvmaYAAffpq.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":2048,"w":447,"resize":"fit"},"medium":{"h":1200,"w":262,"resize":"fit"},"small":{"h":680,"w":148,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2048,"width":447,"focus_rects":[{"x":0,"y":130,"w":447,"h":250},{"x":0,"y":32,"w":447,"h":447},{"x":0,"y":0,"w":447,"h":510},{"x":0,"y":0,"w":447,"h":894},{"x":0,"y":0,"w":447,"h":2048}]},"media_results":{"result":{"media_key":"3_1987146810721460224"}}},{"display_url":"pic.x.com/topDcIAv53","expanded_url":"https://x.com/JefferyTatsuya/status/1987146814118924725/photo/1","id_str":"1987146810943782912","indices":[83,106],"media_key":"3_1987146810943782912","media_url_https":"https://pbs.twimg.com/media/G5PDfwbawAAvY7e.jpg","type":"photo","url":"https://t.co/topDcIAv53","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":35,"y":1074,"h":207,"w":207}]},"medium":{"faces":[{"x":20,"y":629,"h":121,"w":121}]},"small":{"faces":[{"x":11,"y":355,"h":68,"w":68}]},"orig":{"faces":[{"x":38,"y":1161,"h":224,"w":224}]}},"sizes":{"large":{"h":2048,"w":495,"resize":"fit"},"medium":{"h":1200,"w":290,"resize":"fit"},"small":{"h":680,"w":164,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2215,"width":535,"focus_rects":[{"x":0,"y":569,"w":535,"h":300},{"x":0,"y":452,"w":535,"h":535},{"x":0,"y":414,"w":535,"h":610},{"x":0,"y":184,"w":535,"h":1070},{"x":0,"y":0,"w":535,"h":2215}]},"media_results":{"result":{"media_key":"3_1987146810943782912"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987146814118924725","view_count":52645,"bookmark_count":676,"created_at":1762607694000,"favorite_count":539,"quote_count":1,"reply_count":6,"retweet_count":94,"user_id_str":"38167656","conversation_id_str":"1987146814118924725","full_text":"字字珠玑啊\n\nAnthropic 研究员亲述：用代码、MCP、Skills 构建高效 Claude 智能体的方法论\n\nhttps://t.co/SpnhiBb4mR https://t.co/topDcIAv53","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"542428980","name":"Jack","screen_name":"JackNowDoIt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JackNowDoIt","lang":"zh","retweeted":false,"fact_check":null,"id":"1987104470774566940","view_count":162,"bookmark_count":0,"created_at":1762597599000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1986980844981133829","full_text":"@JackNowDoIt 这个是个页面和内容没那么多的，当上了几千页以上要做优化了","in_reply_to_user_id_str":"542428980","in_reply_to_status_id_str":"1987027942388736135","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":8430,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1987314637684297980","quoted_status_permalink":{"url":"https://t.co/uJGpXtrqfh","expanded":"https://twitter.com/JefferyTatsuya/status/1987314637684297980","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1987314922880180533","view_count":3417,"bookmark_count":11,"created_at":1762647774000,"favorite_count":14,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"越想越觉得deepseek ocr的视觉阅读是正确的方向，因为跟人类一样：\n\n读母语 = 眼扫整块 = 快\n读外语 = 逐词念 = 慢\n\nDeepSeek：视觉识别（母语） \nLLM：逐token解码（外语）\n\nDS模拟人类阅读母语的方式， 所以带来10倍压缩/10倍提速/97%精度\n\nLLM的革命：从外语阅读到母语阅读","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987314637684297980","view_count":4965,"bookmark_count":2,"created_at":1762647706000,"favorite_count":5,"quote_count":2,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314637684297980","full_text":"DeepSeek OCR gets it right, like humans\n\nNative reading = scan blocks = fast \nForeign reading = word by word = slow\n\nDS: visual (native) \nLLM: token-by-token (foreign)\n\nBy mimicking native reading: \n10x compression 10x speed 97% accuracy\n\nLLM revolution: foreign → native reading","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,83],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"104368345","name":"沙哥","screen_name":"liexpressok","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"liexpressok","lang":"zh","retweeted":false,"fact_check":null,"id":"1987316752204935361","view_count":48,"bookmark_count":0,"created_at":1762648210000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1987314922880180533","full_text":"@liexpressok 不管母语外语，听都很慢，因为还是流式，Token by token，播放的时间 > 理解的时间\n\n阅读母语是块状扫描、小脑理解，所以快","in_reply_to_user_id_str":"104368345","in_reply_to_status_id_str":"1987316004075286915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":26438,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtube.com/watch?v=SZYFXS…","expanded_url":"https://www.youtube.com/watch?v=SZYFXSigDzk","url":"https://t.co/kJhNqYfKjo","indices":[0,23]}],"user_mentions":[]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988442500759961644","quoted_status_permalink":{"url":"https://t.co/OxJkw6kZTe","expanded":"https://twitter.com/JefferyTatsuya/status/1988442500759961644","display":"x.com/JefferyTatsuya…"},"retweeted":false,"fact_check":null,"id":"1988442666065907803","view_count":3665,"bookmark_count":9,"created_at":1762916649000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988442666065907803","full_text":"https://t.co/kJhNqYfKjo\n视频demo （不过是日语的😋）","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1988441736767545474","quoted_status_permalink":{"url":"https://t.co/omcmiJNppL","expanded":"https://twitter.com/JefferyKaneda/status/1988441736767545474","display":"x.com/JefferyKaneda/…"},"retweeted":false,"fact_check":null,"id":"1988442500759961644","view_count":21788,"bookmark_count":48,"created_at":1762916610000,"favorite_count":64,"quote_count":2,"reply_count":0,"retweet_count":10,"user_id_str":"38167656","conversation_id_str":"1988442500759961644","full_text":"Claude Code的强大能力，来到办公领域真的秒杀： \n\n比如这个：上传复杂的Excel，2分钟自动完成数据分析+战略报告+PPT\n\n品质和质量非常好了","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,28],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3305495776","name":"padphone","screen_name":"lepadphone","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"lepadphone","lang":"en","retweeted":false,"fact_check":null,"id":"1988597157902082530","view_count":985,"bookmark_count":1,"created_at":1762953483000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"38167656","conversation_id_str":"1988562131390988796","full_text":"@lepadphone really? so good!","in_reply_to_user_id_str":"3305495776","in_reply_to_status_id_str":"1988562131390988796","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]}]},"interactions":{"users":[{"created_at":1679860917000,"uid":"1640081654101295106","id":"1640081654101295106","screen_name":"chengfeng240928","name":"AI产品自由","friends_count":253,"followers_count":48,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1906201238435471360/kAoWQqqI_normal.jpg","description":"成峰\n🔍AI产品自由\nhttps://t.co/dcUoOHm0rd","entities":{"description":{"urls":[{"display_url":"agentxmcp.com","expanded_url":"http://agentxmcp.com","url":"https://t.co/dcUoOHm0rd","indices":[11,34]}]}},"interactions":2},{"created_at":1525586614000,"uid":"993008349741535233","id":"993008349741535233","screen_name":"K_Shern","name":"kshern - e/acc","friends_count":160,"followers_count":29,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1975485652365127680/tI7NhCds_normal.jpg","description":"live and learn","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"github.com/kshern","expanded_url":"https://github.com/kshern","url":"https://t.co/CUv6vpf0C6","indices":[0,23]}]}},"interactions":1},{"created_at":1346787878000,"uid":"803080327","id":"803080327","screen_name":"OiiDev","name":"OSDev","friends_count":481,"followers_count":93,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1638231104959160341/NW8Zgh0J_normal.jpg","description":"","entities":{"description":{"urls":[]}},"interactions":1},{"created_at":1466152241000,"uid":"743722518297513988","id":"743722518297513988","screen_name":"winnerineast","name":"Winnerineast","friends_count":1998,"followers_count":852,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1866329063599874048/wKePAWwc_normal.jpg","description":"professional replyer on https://t.co/4WZOqBvVVZ\n推特的专业回帖人","entities":{"description":{"urls":[{"display_url":"x.com","expanded_url":"http://x.com","url":"https://t.co/4WZOqBvVVZ","indices":[24,47]}]}},"interactions":1},{"created_at":1333266558000,"uid":"542428980","id":"542428980","screen_name":"JackNowDoIt","name":"Jack","friends_count":43,"followers_count":0,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1923182208434700291/hLw-YwXC_normal.jpg","description":"AI Learner","entities":{"description":{"urls":[]}},"interactions":1},{"created_at":1175485334000,"uid":"3178231","id":"3178231","screen_name":"dotey","name":"宝玉","friends_count":1447,"followers_count":144333,"profile_image_url_https":"https://pbs.twimg.com/profile_images/561086911561736192/6_g58vEs_normal.jpeg","description":"Prompt Engineer, dedicated to learning and disseminating knowledge about AI, software engineering, and engineering management.","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"baoyu.io","expanded_url":"https://baoyu.io","url":"https://t.co/icobX4A3Ae","indices":[0,23]}]}},"interactions":1},{"created_at":1739258746000,"uid":"1889214164322951168","id":"1889214164322951168","screen_name":"AgiRay1015","name":"AGI 磊叔","friends_count":196,"followers_count":159,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1951090942389395457/ezXktm2y_normal.jpg","description":"- 微信：data_growth\n- 20 年经验在数据和AI领域\n- 正在翻译《上下文工程》\n- 已发布vibe coding的浏览器插件","entities":{"url":{"urls":[{"url":"https://t.co/xGMNzn5Y36","expanded_url":"https://github.com/akira82-ai/","display_url":"github.com/akira82-ai/","indices":[0,23]}]},"description":{"urls":[]}},"interactions":1,"following":true,"followed_by":false},{"created_at":1701174063000,"uid":"1729475448378208256","id":"1729475448378208256","screen_name":"Stephen4171127","name":"熊布朗","friends_count":778,"followers_count":8325,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1729475561192407040/uvDi8Fi4_normal.jpg","description":"INTP / AIGC 产品经理 超过2000 小时AI 学习实践\n沉迷于 Vibe Coding，每个月产出 1 个有用的项目\n🤖业务重点在 AI Agent 和 Character AI\n📋积极分享 AI 特种兵小团队作战经验\n24年法国人才签证定居巴黎，可提供免费咨询","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"me.deeptoai.com","expanded_url":"https://me.deeptoai.com","url":"https://t.co/jsdlfJvzDQ","indices":[0,23]}]}},"interactions":1},{"created_at":1680410496000,"uid":"1642386725724114945","id":"1642386725724114945","screen_name":"myzwilpan","name":"lebron james","friends_count":169,"followers_count":5,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1642386778232590336/V3lGAc6x_normal.jpg","description":"AIGC数字游民","entities":{"description":{"urls":[]}},"interactions":1},{"created_at":1263353930000,"uid":"104368345","id":"104368345","screen_name":"liexpressok","name":"沙哥","friends_count":1107,"followers_count":275,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1868473728776200192/MRfIX1CC_normal.jpg","description":"Planner with passion. Explorer at heart. Innovator in thought.","entities":{"description":{"urls":[]}},"interactions":1}],"period":14,"start":1761819133645,"end":1763028733645}}},"settings":{},"session":null,"routeProps":{"/creators/:username":{}}}
SuperX
