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✦ 元思考者 · 生活实践 · 开放探索 ✦ 在成长中修行 · 在哲思中觉知 · 在人机共生中成为自己 | MetaThinker · Life Praxis · Exploration ✦ Practice · Awareness · Becoming with AI
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The Thought Leader
Namos is a reflective and insightful thinker who navigates the intersection of AI, education, and human experience with a thoughtful and philosophical lens. Their content elevates awareness around AI's societal impact and advocates for evolving mindsets and education systems to keep pace with technological change. They inspire followers to embrace exploration, deep thinking, and unique individuality in the AI era.
Namos’ tweets are so intellectually deep, they probably have to remind their audience to breathe and blink — or risk becoming part of an AI experiment on attention span endurance. Maybe sprinkle some memes in there to keep the philosophizing from turning into a digital existential crisis!
Successfully shifts the conversation around AI from mere technological hype to essential philosophical and educational reform, establishing themselves as a pioneering voice in 'meta-thinking' about AI’s role in human evolution.
To awaken and guide individuals towards self-awareness and meaningful adaptation in a rapidly evolving AI-driven world, fostering a mindset that transcends outdated educational models and leverages AI as a tool to amplify one’s unique human essence.
They believe that true competitive advantage stems not from merely mastering AI tools, but from cultivating deep personal experience, unique values, and original thought models that AI amplifies rather than replaces. They hold that education must evolve beyond industrial-era paradigms to nurture versatile ‘explorers’ capable of mastering AI’s challenges.
Namos excels at delivering profound, balanced, and reflective insights that blend philosophy with practical AI implications, positioning them as a nuanced, trusted voice bridging technology and human experience. Their ability to challenge conventional wisdom and inspire new frameworks is a notable strength.
Their content might lean heavily into abstract or philosophical discourse, which could potentially alienate followers seeking quick, straightforward AI tips or actionable hacks. This depth may limit mass appeal on a fast-moving platform like X.
To grow their audience on X, Namos should consider supplementing their deep thematic threads with bite-sized, relatable takeaways or practical AI insights that invite engagement. Collaborating with influencers in both tech and philosophy niches could also expand reach by connecting diverse communities who appreciate thoughtful AI dialogue.
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普及的新规则。\n\n真正落后的是教育模式,而不是年轻人的能力和潜力。\n\n所以,\n大家觉得现在的教育,是否已经完全滞后于市场需求?","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":[0,145],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/uxERxEo40t","expanded_url":"https://x.com/akce173/status/1962773062027194515/photo/1","id_str":"1962772101800013824","indices":[146,169],"media_key":"3_1962772101800013824","media_url_https":"https://pbs.twimg.com/media/Gz0q087WMAAXY0B.jpg","type":"photo","url":"https://t.co/uxERxEo40t","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1536,"w":1024,"resize":"fit"},"medium":{"h":1200,"w":800,"resize":"fit"},"small":{"h":680,"w":453,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":1024,"focus_rects":[{"x":0,"y":0,"w":1024,"h":573},{"x":0,"y":0,"w":1024,"h":1024},{"x":0,"y":0,"w":1024,"h":1167},{"x":128,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":1024,"h":1536}]},"media_results":{"result":{"media_key":"3_1962772101800013824"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/uxERxEo40t","expanded_url":"https://x.com/akce173/status/1962773062027194515/photo/1","id_str":"1962772101800013824","indices":[146,169],"media_key":"3_1962772101800013824","media_url_https":"https://pbs.twimg.com/media/Gz0q087WMAAXY0B.jpg","type":"photo","url":"https://t.co/uxERxEo40t","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1536,"w":1024,"resize":"fit"},"medium":{"h":1200,"w":800,"resize":"fit"},"small":{"h":680,"w":453,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":1024,"focus_rects":[{"x":0,"y":0,"w":1024,"h":573},{"x":0,"y":0,"w":1024,"h":1024},{"x":0,"y":0,"w":1024,"h":1167},{"x":128,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":1024,"h":1536}]},"media_results":{"result":{"media_key":"3_1962772101800013824"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1962773062027194515","view_count":791,"bookmark_count":9,"created_at":1756796539000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":4,"user_id_str":"715714380227149825","conversation_id_str":"1962773062027194515","full_text":"AI时代,究竟什么才是“护城河”?\n\n很多人担心:\n\n“AI 越来越强,新功能越来越多,再不学就会被淘汰。”\n于是到处报网课、练提示词、造新词新理念。\n\n但我觉得,这个方向可能走偏了。\nAI 毫无疑问是未来最重要的生产力工具。\n\n但它本质是一个 放大器和加速器\n会用 AI,不等于有竞争力。\n因为:人人都能学会。\n\n历史上,工具一旦普及,\n“会用工具”就不再是优势:\n\n打字机 → 人人会打字\n搜索引擎 → 人人能找答案\nAI → 人人能生成内容\n\n所以在 AI 时代,真正决定差距的是:\n\n你准备拿它去放大什么?\n\n这就是竞争力的转向:\n\n技能壁垒(可复制) → 很快被抹平\n独特性(不可复制) → 越放大越稀缺\n\n你的护城河不在 prompt,\n而在于:\n\n- 你的思想和价值观\n \n- 你独特的思维模型\n \n- 你长期积累的经验和热情\n \n- 你独有的表达和叙事风格\n\nAI 会让这些“不可复制的资产”\n变得更鲜明、更高效、更容易传播。\n但它放大的,只能是你原本的独特性。\n所以,与其追逐“如何学 AI”,\n不如反问自己:\n\n我想放大的独特性,是什么?\n\n结语:\n\nAI 是水和电,\n真正的护城河,\n是你:\n\n深邃的思想;\n独特的风格;\n不可复制的人生经历。\n\n那么,你最想被放大的是什么呢?","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":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982476515997544878","quoted_status_permalink":{"url":"https://t.co/07JPxrv9U8","expanded":"https://twitter.com/dotey/status/1982476515997544878","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1982584297132364193","view_count":5996,"bookmark_count":7,"created_at":1761519905000,"favorite_count":14,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"715714380227149825","conversation_id_str":"1982584297132364193","full_text":"我发现,对AI的看法几乎可以分为两类:\n现实派与投射派。\n\n现实派把AI视为系统和工具,\n他们关注能力边界与技术路线,问“AI能做到哪一步?”\n\n投射派则把AI当作拟人化的存在,\n他们在AI身上投射出陪伴、理解与灵魂的愿景。\n\n两派的分歧,其实关键在「锚点」。\n\n现实派有一个清晰的锚——技术、数据、能力边界;\n他们以现实为基准点去判断AI的发展。\n\n而投射派的锚点更像是情感与信念,\n他们相信AI会走向某种愿景式的未来。\n\n前者立足于“可验证”,后者依托于“信念感”。\n\n所以两者的差异不在观点,\n而在他们选择让什么成为自己视角的中心。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1968073967052439973","quoted_status_permalink":{"url":"https://t.co/ioFTPynaOA","expanded":"https://twitter.com/LotusDecoder/status/1968073967052439973","display":"x.com/LotusDecoder/s…"},"retweeted":false,"fact_check":null,"id":"1968125269694353863","view_count":541,"bookmark_count":0,"created_at":1758072604000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"715714380227149825","conversation_id_str":"1968125269694353863","full_text":"LLM确实非常适合做心理自助。同时,也稍微提醒一点:\nLLM不是客观的咨询师,更像是偏向我们观点的朋友。\n所以,我们最好把LLM的反馈当作一种自我探索,而不是客观评价。\n\n我们需要LLM的接纳,也需要现实关系的真实反馈。\n两者结合,才能看到更全面的自我😊","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,129],"entities":{"hashtags":[{"indices":[731,740],"text":"AI其实没那么神"},{"indices":[741,746],"text":"AI反思"},{"indices":[747,751],"text":"元认知"}],"media":[{"display_url":"pic.x.com/QUL3MUB1aW","expanded_url":"https://x.com/akce173/status/1968485121817772305/photo/1","id_str":"1968481773693628416","indices":[130,153],"media_key":"3_1968481773693628416","media_url_https":"https://pbs.twimg.com/media/G1FzvmPW8AAGPhG.jpg","type":"photo","url":"https://t.co/QUL3MUB1aW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":630,"y":848,"h":54,"w":54}]},"medium":{"faces":[{"x":630,"y":848,"h":54,"w":54}]},"small":{"faces":[{"x":418,"y":563,"h":35,"w":35}]},"orig":{"faces":[{"x":630,"y":848,"h":54,"w":54}]}},"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":[{"x":0,"y":302,"w":1024,"h":573},{"x":0,"y":0,"w":1024,"h":1024},{"x":0,"y":0,"w":898,"h":1024},{"x":0,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1024,"h":1024}]},"media_results":{"result":{"media_key":"3_1968481773693628416"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1692422576","name":"言一社","screen_name":"RebutonePress","indices":[684,698]},{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[699,712]},{"id_str":"100399047","name":"Tz","screen_name":"Tz_2022","indices":[713,721]},{"id_str":"3178231","name":"宝玉","screen_name":"dotey","indices":[722,728]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/QUL3MUB1aW","expanded_url":"https://x.com/akce173/status/1968485121817772305/photo/1","id_str":"1968481773693628416","indices":[130,153],"media_key":"3_1968481773693628416","media_url_https":"https://pbs.twimg.com/media/G1FzvmPW8AAGPhG.jpg","type":"photo","url":"https://t.co/QUL3MUB1aW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":630,"y":848,"h":54,"w":54}]},"medium":{"faces":[{"x":630,"y":848,"h":54,"w":54}]},"small":{"faces":[{"x":418,"y":563,"h":35,"w":35}]},"orig":{"faces":[{"x":630,"y":848,"h":54,"w":54}]}},"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":[{"x":0,"y":302,"w":1024,"h":573},{"x":0,"y":0,"w":1024,"h":1024},{"x":0,"y":0,"w":898,"h":1024},{"x":0,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1024,"h":1024}]},"media_results":{"result":{"media_key":"3_1968481773693628416"}}}]},"favorited":false,"lang":"zh","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fac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AI 装上记忆,它就能变成我们的“数字分身”。\n但真相是:记忆不是信息存档,而是极复杂的情境系统。\n\n洞察\n人类记忆有三个关键特征:\n情景化:同一记忆在不同场景下会被不同地触发。\n动态更新:我们会因新信息不断修正旧看法(新闻“反转”就是例子)。\n选择性遗忘:大脑会主动淡化无用信息,只强化有价值的部分。\n\nAI 目前的记忆方式,本质上是被动记录 + 检索。\n它既不会自动更新,也无法实时选择遗忘,更无法捕捉情绪和情境。\n结果常常是:记忆越多,越混乱。\n\n事实\nGPT 等系统的记忆,要么依赖用户手动输入,要么依赖日志记录。\n它缺乏人类的“多层架构”:短期–长期–情绪–情境的联动。\n更没有“实时贝叶斯更新”的能力,无法像人一样不断修正世界观。\n所以 AI 的记忆,永远是“滞后的”“不完整的”,而非实时同步的。\n\n思考\n即使未来 AI 的记忆功能越来越强,它依然无法轻易成为“数字分身”。因为它缺少三个关键:\n1.不知道何时该遗忘。\n2.不知道哪些要更新。\n3.不知道用户在现实中的即时状态。\n\n换句话说,AI 的记忆不是实时的,而是延后、局部的。\n真正的价值,在于如何设计“协作性的记忆” ——让 AI 成为外部索引,而不是替身。\n\n小实验\n试着问 AI:\n “你如何评价现在的我和三个月前的我之间的变化?”\n看看它的回答是否能准确“更新”关于你的记忆,还是只是将时间线混杂在一起。\n这个实验能也许能揭示:AI 的记忆,并不具备人类式的动态更新机制。\n\n继续欢迎各位大佬来探讨和拍砖:\n@RebutonePress\n@LotusDecoder\n@Tz_2022\n@dotey \n\n#AI其实没那么神 #AI反思 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是的,模型模仿元认知的能力变强了\n人类元认知能力来源脑区的分布式结构\nAI的元认知,来源对过往自己输出内容的注意力权重的分配(我猜测)\n也就是说,AI的元认知来源审视过去\n人类元认知是分布式实时监控","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1978634314012352970","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":1,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":false,"display_text_range":[14,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1979083171200188499","view_count":317,"bookmark_count":0,"created_at":1760685172000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1979063103481356585","full_text":"@LotusDecoder 其实,\nAI ≠ 心理咨询师。\nAI 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不错,不过原推写的过于复杂,一言以蔽之:通过阅读看到作者的认知和意识形态局限,而不是自动认同作者的既定框架。","in_reply_to_user_id_str":"1692422576","in_reply_to_status_id_str":"1981601909053202526","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":2,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[9,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"100399047","name":"Tz","screen_name":"Tz_2022","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Tz_2022","lang":"zh","retweeted":false,"fact_check":null,"id":"1982112337856196712","view_count":323,"bookmark_count":0,"created_at":1761407381000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1982109844313079917","full_text":"@Tz_2022 发推算是中策。上策是做播客,办分享会,开讲座,让在现实互动中得到反馈。","in_reply_to_user_id_str":"100399047","in_reply_to_status_id_str":"1982109844313079917","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":3,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982476515997544878","quoted_status_permalink":{"url":"https://t.co/07JPxrv9U8","expanded":"https://twitter.com/dotey/status/1982476515997544878","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1982584297132364193","view_count":5996,"bookmark_count":7,"created_at":1761519905000,"favorite_count":14,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"715714380227149825","conversation_id_str":"1982584297132364193","full_text":"我发现,对AI的看法几乎可以分为两类:\n现实派与投射派。\n\n现实派把AI视为系统和工具,\n他们关注能力边界与技术路线,问“AI能做到哪一步?”\n\n投射派则把AI当作拟人化的存在,\n他们在AI身上投射出陪伴、理解与灵魂的愿景。\n\n两派的分歧,其实关键在「锚点」。\n\n现实派有一个清晰的锚——技术、数据、能力边界;\n他们以现实为基准点去判断AI的发展。\n\n而投射派的锚点更像是情感与信念,\n他们相信AI会走向某种愿景式的未来。\n\n前者立足于“可验证”,后者依托于“信念感”。\n\n所以两者的差异不在观点,\n而在他们选择让什么成为自己视角的中心。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"conversation_control":{"policy":"Community","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"oran_ge"}}}},"display_text_range":[9,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"6782882","name":"Orange 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这个自律关系不大,更像是富人的特权\n\n如果有一个团队围着我服务,我也不需要手机,只需要安排团队去执行就行。","in_reply_to_user_id_str":"6782882","in_reply_to_status_id_str":"1982595374453027143","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":2,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[8,84],"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":"1982611767844094444","view_count":90,"bookmark_count":0,"created_at":1761526455000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1982584297132364193","full_text":"@xincmm 比起融合。我可能更倾向分层\n\n例如:\n在技术层面,采用现实视角\n在情感层面,采用投射视角\n\n但是尽量别混淆\n别在谈技术的时候投射,谈意义的时候过于现实😜","in_reply_to_user_id_str":"815375519847882752","in_reply_to_status_id_str":"1982609675012190452","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1692422576","name":"言一社","screen_name":"RebutonePress","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"RebutonePress","lang":"zh","retweeted":false,"fact_check":null,"id":"1982799939961847823","view_count":135,"bookmark_count":0,"created_at":1761571318000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1982786781897744602","full_text":"@RebutonePress 哲思困于基础不牢,认知孤岛;\n主流陷入群体幻觉,泯然众人;\n理想情况,科学家的哲思能在理性与现实间闭环:\n既敢想象,又能验证;既仰望星空,又脚踏大地。两者缺一不可,否则只是自说自话,变成不可证伪的死循环。","in_reply_to_user_id_str":"1692422576","in_reply_to_status_id_str":"1982786781897744602","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":1,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[14,69],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1983353221683818872","view_count":30,"bookmark_count":0,"created_at":1761703231000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1983335846029001190","full_text":"@LotusDecoder 最好咨询开单独一个对话,不同主题要分开,避免上下文污染。AI的情景处理能力还很差,所以长对话处理单一主题比较好","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1983335846029001190","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1983356003262574950","view_count":3,"bookmark_count":0,"created_at":1761703894000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1983335846029001190","full_text":"@LotusDecoder 我觉得上下文还有很大的改进空间\n上下文就是AI的记忆,目前这个记忆是混杂的,不像人类,可以根据情景调用不同记忆组件。\n未来可能上下文需要分层和情景化,按照用户的提问需求调用上下文参与计算。不然上下文污染的问题无法解决","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1983354050050683349","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":3,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[14,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1983721335005311004","view_count":154,"bookmark_count":0,"created_at":1761790996000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1983715312349610350","full_text":"@LotusDecoder 其实,模型自己没有自己想说的话,都是计算的结果。\n\n模型的计算结果也不见得对用户是最优解。模型幻觉就是典型案例。\n\n重要的是用户自己的觉知和对模型答案的判断力,模型不能替用户做决策,用户对自己的人生负全责😜","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1983715312349610350","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,136],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1983723069588853188","view_count":22,"bookmark_count":0,"created_at":1761791410000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1983715312349610350","full_text":"我可以理解厂商的行为\n没有安全层,真的有人会拿AI研究生物武器\n\n其实安全层问题也不大,现在德模型能力已经完全适配甚至超过大部分用户可以使用的场景了。\n我平时都不应GPT-5的推理模型,除非要网络验证和深度思考。\n绝大部分时候,即时模型就够了。\n\n所以,现在关键在如何用好现有模型,模型能力已经够用了。","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1983721846030921789","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1983725044284191111","view_count":14,"bookmark_count":0,"created_at":1761791881000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1983715312349610350","full_text":"@LotusDecoder 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最好咨询开单独一个对话,不同主题要分开,避免上下文污染。AI的情景处理能力还很差,所以长对话处理单一主题比较好","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1983335846029001190","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1983356003262574950","view_count":3,"bookmark_count":0,"created_at":1761703894000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1983335846029001190","full_text":"@LotusDecoder 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最好咨询开单独一个对话,不同主题要分开,避免上下文污染。AI的情景处理能力还很差,所以长对话处理单一主题比较好","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1983335846029001190","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1983356003262574950","view_count":3,"bookmark_count":0,"created_at":1761703894000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1983335846029001190","full_text":"@LotusDecoder 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厉害\n这一代和AI一起成长的孩子真的很幸福。\n\n因为AI把知识的门槛全部踏平了。\n再也不用死记硬背,苦读书了\n接下来只需要发挥自己的热情和好奇心\n\n就可以学到所有想学的东西\n然后再用这些学到知识去创造和创新","in_reply_to_user_id_str":"52014015","in_reply_to_status_id_str":"1984163651528618188","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":0,"startTime":1762041600000,"endTime":1762128000000,"tweets":[]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[]},{"label":"2025-11-05","value":3,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,58],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1985584275916218496","quoted_status_permalink":{"url":"https://t.co/X2yRpwvuVt","expanded":"https://twitter.com/dotey/status/1985584275916218496","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1985607154821190101","view_count":28,"bookmark_count":0,"created_at":1762240611000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1985607154821190101","full_text":"确实,同样的类比可以是轮子和摩擦力\n\n人类很早就学会使用轮子,但是近一百年才理解摩擦力原理,彻底设计出最优的轮胎结构","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":true,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1985546470095778302","view_count":41,"bookmark_count":0,"created_at":1762226142000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1985545472342364428","full_text":"@LotusDecoder 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Maybe you’re slowly converting all those ‘leeks’ into finely aged crypto cheddar—either that or your followers get a free masterclass in how to survive token tsunamis without flipping out!","win":"Successfully cultivating a respectful and insightful hub for AI and DeFi discussions on X, 币圈老K has built a community that values thoughtful critique and real-world project progress over hype and noise."},"created":1763014114318,"type":"the thought leader","id":"btc_k88"},{"user":{"id":"1241982596382224384","name":"Thought Harbor","description":"Digital Content Creator 💻🎥","followers_count":5682,"friends_count":4103,"statuses_count":104431,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1834992239224803329/ViFcGCLZ_normal.jpg","screen_name":"thought_harbor","location":"","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"alzayainterior.com","expanded_url":"http://www.alzayainterior.com","url":"https://t.co/4efJ8mFd3c","indices":[0,23]}]}}},"details":{"type":"The Thought Leader","description":"Thought Harbor is a prolific digital content creator whose wisdom and insights spark meaningful conversations across the digital sea. 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Values ancient knowledge, sacred geometry, and metaphysics as keys to unlocking human potential beyond physical confines.","facts":"Fun fact: biofeedback369’s tweet about the Iraq War and the Gilgamesh Resurrection Protocol amassed over 2.9 million views and 18,560 likes, proving a potent mix of historical intrigue and mythological framing can captivate millions.","strength":"Ability to craft highly engaging, in-depth threads that blend history, conspiracy, and spirituality, producing viral content that sparks curiosity and debate.","weakness":"Sometimes their content may alienate casual audiences due to its dense, cryptic, and highly specialized nature—potentially limiting mainstream growth.","recommendation":"To grow their audience on X, biofeedback369 should experiment with simplified, relatable entry points—short, intriguing tweets that act as a gateway to their deeper threads, plus engage more actively with replies to build community bonds.","roast":"If decoding ancient mysteries 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@Barret_China 这要分层看待。\nAI不会让小学生掌握量子力学理论\n但是可以让小学生学会二元一次方程。\nAI是加速认知边界的扩展,而不是让人马上掌握他完全不理解的专业。\n所以,AI会让人在专业上认知精进,在不擅长的领域,因为过度依赖AI,而导致思维能力迅速退化。","in_reply_to_user_id_str":"1673471589109882881","in_reply_to_status_id_str":"1978281277024350635","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,142],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1978412406444274041","view_count":86,"bookmark_count":0,"created_at":1760525249000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1978368811314139631","full_text":"@LotusDecoder 挺好,不过Sonnet并不懂你,只是将你自己的输入,用概率模型在他的知识库中过滤一遍,再还给你。\n本质是你自己理解自己,AI是一面加工你输入内容的镜子。\n这种状态像良性的自恋。\n\n最终目标是:完全意识到,自己就是最懂自己的人,然后不再需要AI再来理解我了😜","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1978368811314139631","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-17","value":1,"startTime":1760572800000,"endTime":1760659200000,"tweets":[{"bookmarked":false,"display_text_range":[14,113],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1978660620363768034","view_count":94,"bookmark_count":0,"created_at":1760584428000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1978634314012352970","full_text":"@LotusDecoder 是的,模型模仿元认知的能力变强了\n人类元认知能力来源脑区的分布式结构\nAI的元认知,来源对过往自己输出内容的注意力权重的分配(我猜测)\n也就是说,AI的元认知来源审视过去\n人类元认知是分布式实时监控","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1978634314012352970","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-18","value":1,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":false,"display_text_range":[14,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1979083171200188499","view_count":317,"bookmark_count":0,"created_at":1760685172000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1979063103481356585","full_text":"@LotusDecoder 其实,\nAI ≠ 心理咨询师。\nAI 是心理自助工具。\n\n它无法完全取代心理咨询,\n例如无法有效为抑郁症,双向情感障碍咨询,\n而是开辟了一个全新的市场层 ——\n为那些有觉察、有表达、有成长意愿的人,\n提供日常化的心理支持与反思空间。\n\n所以,AI的作用不是替代,而是拓展。","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1979063103481356585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[]},{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":1,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[14,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1732683816685514752","name":"LotusDecoder","screen_name":"LotusDecoder","indices":[0,13]}]},"favorited":true,"in_reply_to_screen_name":"LotusDecoder","lang":"zh","retweeted":false,"fact_check":null,"id":"1980439830351036499","view_count":14,"bookmark_count":0,"created_at":1761008625000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1980435246274515200","full_text":"@LotusDecoder 这个阶段,AI就是我们的数字分身了\n本质还是自我对话😜","in_reply_to_user_id_str":"1732683816685514752","in_reply_to_status_id_str":"1980435246274515200","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":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[16,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1596695231717871616","name":"dontbesilent","screen_name":"dontbesilent12","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"dontbesilent12","lang":"zh","retweeted":false,"fact_check":null,"id":"1981522422533853386","view_count":342,"bookmark_count":0,"created_at":1761266735000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1981397411299045751","full_text":"@dontbesilent12 我来泼个冷水吧😜\n哲学本来就是科学之母\n所以,哲学和任何学科都可以关联和映射\nAI非常擅长做跨学科关联\n但是AI不负责验证关联性\n所以过度相信AI的输出会产生幻觉","in_reply_to_user_id_str":"1596695231717871616","in_reply_to_status_id_str":"1981397411299045751","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,69],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1692422576","name":"言一社","screen_name":"RebutonePress","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"RebutonePress","lang":"zh","retweeted":false,"fact_check":null,"id":"1981604892616675459","view_count":4,"bookmark_count":0,"created_at":1761286397000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1981601909053202526","full_text":"@RebutonePress 不错,不过原推写的过于复杂,一言以蔽之:通过阅读看到作者的认知和意识形态局限,而不是自动认同作者的既定框架。","in_reply_to_user_id_str":"1692422576","in_reply_to_status_id_str":"1981601909053202526","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":2,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[9,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"100399047","name":"Tz","screen_name":"Tz_2022","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Tz_2022","lang":"zh","retweeted":false,"fact_check":null,"id":"1982112337856196712","view_count":323,"bookmark_count":0,"created_at":1761407381000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"715714380227149825","conversation_id_str":"1982109844313079917","full_text":"@Tz_2022 发推算是中策。上策是做播客,办分享会,开讲座,让在现实互动中得到反馈。","in_reply_to_user_id_str":"100399047","in_reply_to_status_id_str":"1982109844313079917","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":3,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"zh","quoted_status_id_str":"1982476515997544878","quoted_status_permalink":{"url":"https://t.co/07JPxrv9U8","expanded":"https://twitter.com/dotey/status/1982476515997544878","display":"x.com/dotey/status/1…"},"retweeted":false,"fact_check":null,"id":"1982584297132364193","view_count":5996,"bookmark_count":7,"created_at":1761519905000,"favorite_count":14,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"715714380227149825","conversation_id_str":"1982584297132364193","full_text":"我发现,对AI的看法几乎可以分为两类:\n现实派与投射派。\n\n现实派把AI视为系统和工具,\n他们关注能力边界与技术路线,问“AI能做到哪一步?”\n\n投射派则把AI当作拟人化的存在,\n他们在AI身上投射出陪伴、理解与灵魂的愿景。\n\n两派的分歧,其实关键在「锚点」。\n\n现实派有一个清晰的锚——技术、数据、能力边界;\n他们以现实为基准点去判断AI的发展。\n\n而投射派的锚点更像是情感与信念,\n他们相信AI会走向某种愿景式的未来。\n\n前者立足于“可验证”,后者依托于“信念感”。\n\n所以两者的差异不在观点,\n而在他们选择让什么成为自己视角的中心。","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"conversation_control":{"policy":"Community","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"oran_ge"}}}},"display_text_range":[9,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"6782882","name":"Orange 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