Spenser Skates is a forward-thinking entrepreneur and CEO passionate about leveraging AI and data analytics to revolutionize SaaS and beyond. His insight into emerging technologies and social issues reflects a deep commitment to innovation blended with societal awareness. Spenser's tweets reveal a leader who not only builds but also challenges conventional wisdom to spark meaningful change.
Spenser’s tweets are like a deep-dive documentary — fascinating but could use a ‘previously on’ recap for the general audience who thinks AI is just for robots and sci-fi movies. He’s writing future history while the rest of us are still trying to learn emoji meanings.
Successfully steering Amplitude through its public earnings debut while ensuring transparency and equal access for retail investors, showcasing his commitment to inclusivity in finance and business.
To transform the tech landscape by pioneering AI-native products that reshape how businesses understand their data, while advocating for systemic changes that create fairness across generations.
Spenser believes in long-term resilience, innovation driven by deep understanding, and the importance of confronting uncomfortable social truths. He values transparency, technological mastery, and leveraging collective human and AI capabilities to solve complex problems.
Visionary leadership paired with sharp analytical skills and a profound understanding of AI technology and market dynamics. He combines technical expertise with a socially conscious outlook, inspiring teams to innovate while addressing real-world problems.
His intense focus on future tech and structural issues might sometimes overshadow more immediate or practical communication with broader audiences, potentially limiting engagement beyond tech-savvy circles.
To grow his audience on X, Spenser should distill his complex insights into more bite-sized, relatable threads and visuals that engage not just tech insiders but curious thinkers from all backgrounds. Leveraging storytelling around how AI impacts everyday life can broaden appeal, alongside consistent engagement with trending topics and direct audience Q&A sessions.
Fun fact: In just three weeks with a small team, Spenser helped build and ship an AI-powered product that many startups took millions to develop — talk about showing the industry how it’s done!
It has been incredible to watch @sama's leadership of @OpenAI. Others have articulated how special he is more eloquently than I ever could.
I have tremendous respect for the innovation of the governance structure to create an organization for the benefit of all humanity. It's too bad that it's led to the ugliness of the last day.
Sam's been a huge help to myself and to @Amplitude_HQ. I wanted to share two stories:
Sam was already a minor celebrity when I first arrived in Silicon Valley. He running Loopt at the time and helping YC companies. He helped us through the application process to YC when @curtisbliu and I didn't know anything. We went through the YC W12 batch with Sonalight, a voice recognition app. Right before demo day, Sam helped us tweak our pitch by calling Sonalight "Siri on Steriods". That one change ended up making us the startup with the most press coverage coming out of among 60 different YC companies.
A few years later we had started Amplitude and the company was taking off. We went from $0 to $1M in ARR in 9 months. I wanted a break and didn't understand the urgency of capitalizing on the moment. Sam invited me to dinner so he could get his message through to me. He told me to stop being a coward and go out and raise a Series A while we had momentum. That process ended up putting ourselves on a path to win an incredibly crowded market and take Amplitude public two years ago.
He's helped Amplitude and me many times at no benefit to himself, solely with the desire to see us succeed. Sam is not an investor in Amplitude (although we tried to make it happen- the timing never quite worked out).
Thank you, @sama. I believe regardless of how this turns out you'll be an incredible leader for improving humanity.
(AKA Sunshine Tornado) Grandma. Visionary. Idealist. Manifesting hope for a future where we co-create tech that heals, not harms. #1 @greenmanreports fan!
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California pays an average of 102% of final earnings to retiring civil servants.\n- Proposition 13 lets longtime homeowners pay significantly less property tax than new ones.\n- Both Medicare and Social Security will not be fully funded starting in 2033.\n- Politicians are terrified of calling this out because 9 out of 10 people who go to their town halls are Boomers. I talked to one US Congressman who said \"coming out too hard against Boomers is an almost sure way to lose an election\". They're happy to call out billionaires but terrified to call out Boomers.\n\nOnce you see it the first time, you see it everywhere.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,221],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1981609907905556646","quoted_status_permalink":{"url":"https://t.co/u33kSNUd6J","expanded":"https://twitter.com/amasad/status/1981609907905556646","display":"x.com/amasad/status/…"},"retweeted":false,"fact_check":null,"id":"1982109700998242601","view_count":271308,"bookmark_count":892,"created_at":1761406753000,"favorite_count":1437,"quote_count":5,"reply_count":21,"retweet_count":84,"user_id_str":"1053497479","conversation_id_str":"1982109700998242601","full_text":"Excellent recipe for doing great work:\nDon’t die, don’t quit, run towards the hardest problem, don’t cheat, and be part of something greater than yourself.\n\nIt’s so easy to beat 99% of people by playing longer term games.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,214],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983617932791050265","view_count":412417,"bookmark_count":508,"created_at":1761766343000,"favorite_count":1389,"quote_count":33,"reply_count":125,"retweet_count":66,"user_id_str":"1053497479","conversation_id_str":"1983617932791050265","full_text":"Too many VCs are funding AI companies that should be features. 12+ startups have raised $72.8M in the last few months for AI visibility (SEO for LLMs).\n\nWe built it in 3 weeks with 3 people and shipped it for free.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[0,255],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[242,255]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1458227285937385480","view_count":0,"bookmark_count":73,"created_at":1636503452000,"favorite_count":464,"quote_count":12,"reply_count":14,"retweet_count":29,"user_id_str":"1053497479","conversation_id_str":"1458227285937385480","full_text":"We reported our first earnings as a public company today. As always, I want to make sure retail investors have access to the same information as the big institutions, so I’m putting the most interesting questions from our earnings call here. @Amplitude_HQ","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":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"358876242","name":"Anne Lee Skates","screen_name":"anneleeskates","indices":[149,163]},{"id_str":"358876242","name":"Anne Lee Skates","screen_name":"anneleeskates","indices":[149,163]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1977491789394403548","view_count":180692,"bookmark_count":217,"created_at":1760305757000,"favorite_count":462,"quote_count":3,"reply_count":110,"retweet_count":8,"user_id_str":"1053497479","conversation_id_str":"1977491789394403548","full_text":"It seems like everyone we know in their mid 30s in the Bay Area is moving to the suburbs to get a big yard and lots of living space for their kids.\n\n@anneleeskates and I are working in SF 5 days a week and are considering the opposite: giving up our place in Atherton to go big in SF. Is there anyone with kids who has made that move?","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":"en","quoted_status_id_str":"1943793007389479169","quoted_status_permalink":{"url":"https://t.co/AK7gFYClLY","expanded":"https://twitter.com/devahaz/status/1943793007389479169","display":"x.com/devahaz/status…"},"retweeted":false,"fact_check":null,"id":"1943871398910603621","view_count":82288,"bookmark_count":88,"created_at":1752290031000,"favorite_count":407,"quote_count":4,"reply_count":24,"retweet_count":9,"user_id_str":"1053497479","conversation_id_str":"1943871398910603621","full_text":"Wtf is this. Why should anyone sign up for the mission if the CEO doesn’t?\n\nThey’re going to have to drag my dead body out of Amplitude","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1714438092655149056","name":"ChatGPT","screen_name":"ChatGPTapp","indices":[213,224]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[226,235]},{"id_str":"1806359170830172162","name":"Google Gemini App","screen_name":"GeminiApp","indices":[241,251]},{"id_str":"1714438092655149056","name":"ChatGPT","screen_name":"ChatGPTapp","indices":[213,224]},{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[226,235]},{"id_str":"1806359170830172162","name":"Google Gemini App","screen_name":"GeminiApp","indices":[241,251]},{"id_str":"411869974","name":"Leo Jiang","screen_name":"_leojiang","indices":[525,535]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1983533651410468914","quoted_status_permalink":{"url":"https://t.co/g5FRFKW1cS","expanded":"https://twitter.com/Amplitude_HQ/status/1983533651410468914","display":"x.com/Amplitude_HQ/s…"},"retweeted":false,"fact_check":null,"id":"1983544867948040399","view_count":246510,"bookmark_count":333,"created_at":1761748923000,"favorite_count":334,"quote_count":21,"reply_count":45,"retweet_count":57,"user_id_str":"1053497479","conversation_id_str":"1983544867948040399","full_text":"We just made Amplitude's first free product.\n\nIntroducing AI Visibility: SEO for LLMs.\n\nCustomers are using search engines less and AI more for finding what companies they should work with.\n\nAI Visibility queries @ChatGPTapp, @claudeai, and @GeminiApp, and scores how your company appears across hundreds of prompts. It shows competitor rankings, sentiment, and trends. It gives you recommendations on how you can improve your company's visibility. Ranking highly with LLMs is the biggest untapped opportunity in marketing.\n\n@_leojiang shares more:","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,57],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8ko47tgbmV","expanded_url":"https://x.com/spenserskates/status/1981873935315804560/photo/1","id_str":"1981873723859734528","indices":[58,81],"media_key":"3_1981873723859734528","media_url_https":"https://pbs.twimg.com/media/G4EHpsRXEAA6yCr.jpg","type":"photo","url":"https://t.co/8ko47tgbmV","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1536,"w":2048,"resize":"fit"},"medium":{"h":900,"w":1200,"resize":"fit"},"small":{"h":510,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":3072,"width":4096,"focus_rects":[{"x":0,"y":389,"w":4096,"h":2294},{"x":1024,"y":0,"w":3072,"h":3072},{"x":1401,"y":0,"w":2695,"h":3072},{"x":2201,"y":0,"w":1536,"h":3072},{"x":0,"y":0,"w":4096,"h":3072}]},"media_results":{"result":{"media_key":"3_1981873723859734528"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8ko47tgbmV","expanded_url":"https://x.com/spenserskates/status/1981873935315804560/photo/1","id_str":"1981873723859734528","indices":[58,81],"media_key":"3_1981873723859734528","media_url_https":"https://pbs.twimg.com/media/G4EHpsRXEAA6yCr.jpg","type":"photo","url":"https://t.co/8ko47tgbmV","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1536,"w":2048,"resize":"fit"},"medium":{"h":900,"w":1200,"resize":"fit"},"small":{"h":510,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":3072,"width":4096,"focus_rects":[{"x":0,"y":389,"w":4096,"h":2294},{"x":1024,"y":0,"w":3072,"h":3072},{"x":1401,"y":0,"w":2695,"h":3072},{"x":2201,"y":0,"w":1536,"h":3072},{"x":0,"y":0,"w":4096,"h":3072}]},"media_results":{"result":{"media_key":"3_1981873723859734528"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981873935315804560","view_count":28102,"bookmark_count":34,"created_at":1761350542000,"favorite_count":333,"quote_count":3,"reply_count":29,"retweet_count":6,"user_id_str":"1053497479","conversation_id_str":"1981873935315804560","full_text":"My Waterloo interns are better than your Waterloo interns https://t.co/8ko47tgbmV","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980288283491123320","view_count":84490,"bookmark_count":233,"created_at":1760972493000,"favorite_count":306,"quote_count":3,"reply_count":43,"retweet_count":21,"user_id_str":"1053497479","conversation_id_str":"1980288283491123320","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nMost SaaS domains can map to AI, it's just a hard product problem to get right. Specifically, the user interface problem is hard. Most SaaS companies I see are slapping a thin layer on top vs rebuilding the interface.\n\nThe other mistake is companies throwing out the interface and the years of context on the problem it represents. I don't think 100% agentic chat interfaces will work for this reason. Even ChatGPT's interaction model drew on decades of prior art in chatbots.\n\nSuccessful interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them. See Figma, Notion, Vercel, Box, and Intercom.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time. They had the foresight to build on top of VS Code while everyone else tried to make fully novel approaches work much less successfully.","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":[0,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1970616758060073324","view_count":94933,"bookmark_count":121,"created_at":1758666622000,"favorite_count":290,"quote_count":6,"reply_count":21,"retweet_count":8,"user_id_str":"1053497479","conversation_id_str":"1970616758060073324","full_text":"We're getting 5-6 inbounds per week looking to sell their companies to Amplitude. It's a big increase since the start of this year.\n\nIf you are looking to sell your company- please don't use a banker! 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Others have articulated how special he is more eloquently than I ever could.\n\nI have tremendous respect for the innovation of the governance structure to create an organization for the benefit of all humanity. It's too bad that it's led to the ugliness of the last day.\n\nSam's been a huge help to myself and to @Amplitude_HQ. I wanted to share two stories:\n\nSam was already a minor celebrity when I first arrived in Silicon Valley. He running Loopt at the time and helping YC companies. He helped us through the application process to YC when @curtisbliu and I didn't know anything. We went through the YC W12 batch with Sonalight, a voice recognition app. Right before demo day, Sam helped us tweak our pitch by calling Sonalight \"Siri on Steriods\". That one change ended up making us the startup with the most press coverage coming out of among 60 different YC companies.\n\nA few years later we had started Amplitude and the company was taking off. We went from $0 to $1M in ARR in 9 months. I wanted a break and didn't understand the urgency of capitalizing on the moment. Sam invited me to dinner so he could get his message through to me. He told me to stop being a coward and go out and raise a Series A while we had momentum. That process ended up putting ourselves on a path to win an incredibly crowded market and take Amplitude public two years ago.\n\nHe's helped Amplitude and me many times at no benefit to himself, solely with the desire to see us succeed. Sam is not an investor in Amplitude (although we tried to make it happen- the timing never quite worked out).\n\nThank you, @sama. I believe regardless of how this turns out you'll be an incredible leader for improving humanity.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}],"ctweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iLIs0S8QsJ","expanded_url":"https://x.com/spenserskates/status/1987255373502558691/photo/1","id_str":"1987250729388806144","indices":[278,301],"media_key":"3_1987250729388806144","media_url_https":"https://pbs.twimg.com/media/G5QiAmzbEAAExUn.jpg","type":"photo","url":"https://t.co/iLIs0S8QsJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":716,"w":925,"resize":"fit"},"medium":{"h":716,"w":925,"resize":"fit"},"small":{"h":526,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":925,"focus_rects":[{"x":0,"y":0,"w":925,"h":518},{"x":0,"y":0,"w":716,"h":716},{"x":0,"y":0,"w":628,"h":716},{"x":0,"y":0,"w":358,"h":716},{"x":0,"y":0,"w":925,"h":716}]},"media_results":{"result":{"media_key":"3_1987250729388806144"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iLIs0S8QsJ","expanded_url":"https://x.com/spenserskates/status/1987255373502558691/photo/1","id_str":"1987250729388806144","indices":[278,301],"media_key":"3_1987250729388806144","media_url_https":"https://pbs.twimg.com/media/G5QiAmzbEAAExUn.jpg","type":"photo","url":"https://t.co/iLIs0S8QsJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":716,"w":925,"resize":"fit"},"medium":{"h":716,"w":925,"resize":"fit"},"small":{"h":526,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":925,"focus_rects":[{"x":0,"y":0,"w":925,"h":518},{"x":0,"y":0,"w":716,"h":716},{"x":0,"y":0,"w":628,"h":716},{"x":0,"y":0,"w":358,"h":716},{"x":0,"y":0,"w":925,"h":716}]},"media_results":{"result":{"media_key":"3_1987250729388806144"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1986913092022755682","quoted_status_permalink":{"url":"https://t.co/2c5vag6HtP","expanded":"https://twitter.com/TheFP/status/1986913092022755682","display":"x.com/TheFP/status/1…"},"retweeted":false,"fact_check":null,"id":"1987255373502558691","view_count":497615,"bookmark_count":891,"created_at":1762633577000,"favorite_count":2597,"quote_count":55,"reply_count":157,"retweet_count":357,"user_id_str":"1053497479","conversation_id_str":"1987255373502558691","full_text":"The system is set up to extract wealth from Millennials and Gen Z and give it to Boomers:\n- NIMBY housing laws that make it impossible for first time homebuyers to afford a home.\n- Student debt that can't be paid off or discharged, leading to permanent wage depression.\n- State governments in unsustainable levels of debt to civil service pension funds while canceling those benefits for new hires. California pays an average of 102% of final earnings to retiring civil servants.\n- Proposition 13 lets longtime homeowners pay significantly less property tax than new ones.\n- Both Medicare and Social Security will not be fully funded starting in 2033.\n- Politicians are terrified of calling this out because 9 out of 10 people who go to their town halls are Boomers. I talked to one US Congressman who said \"coming out too hard against Boomers is an almost sure way to lose an election\". They're happy to call out billionaires but terrified to call out Boomers.\n\nOnce you see it the first time, you see it everywhere.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,214],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983617932791050265","view_count":412417,"bookmark_count":508,"created_at":1761766343000,"favorite_count":1389,"quote_count":33,"reply_count":125,"retweet_count":66,"user_id_str":"1053497479","conversation_id_str":"1983617932791050265","full_text":"Too many VCs are funding AI companies that should be features. 12+ startups have raised $72.8M in the last few months for AI visibility (SEO for LLMs).\n\nWe built it in 3 weeks with 3 people and shipped it for free.","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":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"358876242","name":"Anne Lee Skates","screen_name":"anneleeskates","indices":[149,163]},{"id_str":"358876242","name":"Anne Lee Skates","screen_name":"anneleeskates","indices":[149,163]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1977491789394403548","view_count":180692,"bookmark_count":217,"created_at":1760305757000,"favorite_count":462,"quote_count":3,"reply_count":110,"retweet_count":8,"user_id_str":"1053497479","conversation_id_str":"1977491789394403548","full_text":"It seems like everyone we know in their mid 30s in the Bay Area is moving to the suburbs to get a big yard and lots of living space for their kids.\n\n@anneleeskates and I are working in SF 5 days a week and are considering the opposite: giving up our place in Atherton to go big in SF. Is there anyone with kids who has made that move?","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. We've done this with automated insights and are working on a global chat feature. Also see Cursor on top of VS Code.","in_reply_to_user_id_str":"1149993067203760129","in_reply_to_status_id_str":"1979932201018913051","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,118],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1621321272255733761","name":"Tech Sales Guy","screen_name":"TechSalesGuy3","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TechSalesGuy3","lang":"en","retweeted":false,"fact_check":null,"id":"1979895537936769086","view_count":535,"bookmark_count":0,"created_at":1760878855000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@TechSalesGuy3 I got tired seeing so little thinking applied when it comes to AI's impact. People don't like to think!","in_reply_to_user_id_str":"1621321272255733761","in_reply_to_status_id_str":"1979893516173193256","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[5,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/eFu37HzLaK","indices":[335,358]}],"user_mentions":[{"id_str":"784008","name":"Quinn Slack","screen_name":"sqs","indices":[0,4]}]},"favorited":false,"in_reply_to_screen_name":"sqs","lang":"en","retweeted":false,"fact_check":null,"id":"1979962815659344204","view_count":115,"bookmark_count":0,"created_at":1760894895000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979698664366129402","full_text":"You need humans to be able to continually filter the output from any sort of LLM output and adjust it at any level of abstraction. The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. Words don’t have any fixed intrinsic meaning. They are part of a cooperative game played by humans and their meaning is fluid and determined by their use.\n\nWords seem like a foundational unit of human culture.","in_reply_to_user_id_str":"17482791","in_reply_to_status_id_str":"1980000613959422362","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":43,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980288283491123320","view_count":84490,"bookmark_count":233,"created_at":1760972493000,"favorite_count":306,"quote_count":3,"reply_count":43,"retweet_count":21,"user_id_str":"1053497479","conversation_id_str":"1980288283491123320","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nMost SaaS domains can map to AI, it's just a hard product problem to get right. Specifically, the user interface problem is hard. Most SaaS companies I see are slapping a thin layer on top vs rebuilding the interface.\n\nThe other mistake is companies throwing out the interface and the years of context on the problem it represents. I don't think 100% agentic chat interfaces will work for this reason. Even ChatGPT's interaction model drew on decades of prior art in chatbots.\n\nSuccessful interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them. See Figma, Notion, Vercel, Box, and Intercom.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time. They had the foresight to build on top of VS Code while everyone else tried to make fully novel approaches work much less successfully.","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":[10,171],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2345214484","name":"Grace Zavolock","screen_name":"gracezav","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"gracezav","lang":"en","retweeted":false,"fact_check":null,"id":"1980087865444102522","view_count":113,"bookmark_count":0,"created_at":1760924710000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@gracezav I don't think AI will run on it's own in the short term. As Karpathy points out, think the right output is small enough that humans can review its work in chunks","in_reply_to_user_id_str":"2345214484","in_reply_to_status_id_str":"1980046762892243132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"9445792","name":"Dylan Field","screen_name":"zoink","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"zoink","lang":"en","retweeted":false,"fact_check":null,"id":"1980264811222180191","view_count":107,"bookmark_count":0,"created_at":1760966897000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980122000078385626","full_text":"@zoink Making time metric? 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Wars and regime change are the only thing that comes to mind with a comparable level of immediate societal 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. 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The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. We've done this with automated insights and are working on a global chat feature. Also see Cursor on top of VS Code.","in_reply_to_user_id_str":"1149993067203760129","in_reply_to_status_id_str":"1979932201018913051","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,118],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1621321272255733761","name":"Tech Sales Guy","screen_name":"TechSalesGuy3","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TechSalesGuy3","lang":"en","retweeted":false,"fact_check":null,"id":"1979895537936769086","view_count":535,"bookmark_count":0,"created_at":1760878855000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@TechSalesGuy3 I got tired seeing so little thinking applied when it comes to AI's impact. People don't like to think!","in_reply_to_user_id_str":"1621321272255733761","in_reply_to_status_id_str":"1979893516173193256","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[5,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/eFu37HzLaK","indices":[335,358]}],"user_mentions":[{"id_str":"784008","name":"Quinn Slack","screen_name":"sqs","indices":[0,4]}]},"favorited":false,"in_reply_to_screen_name":"sqs","lang":"en","retweeted":false,"fact_check":null,"id":"1979962815659344204","view_count":115,"bookmark_count":0,"created_at":1760894895000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979698664366129402","full_text":"You need humans to be able to continually filter the output from any sort of LLM output and adjust it at any level of abstraction. The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. Words don’t have any fixed intrinsic meaning. They are part of a cooperative game played by humans and their meaning is fluid and determined by their use.\n\nWords seem like a foundational unit of human culture.","in_reply_to_user_id_str":"17482791","in_reply_to_status_id_str":"1980000613959422362","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":21,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980288283491123320","view_count":84490,"bookmark_count":233,"created_at":1760972493000,"favorite_count":306,"quote_count":3,"reply_count":43,"retweet_count":21,"user_id_str":"1053497479","conversation_id_str":"1980288283491123320","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nMost SaaS domains can map to AI, it's just a hard product problem to get right. Specifically, the user interface problem is hard. Most SaaS companies I see are slapping a thin layer on top vs rebuilding the interface.\n\nThe other mistake is companies throwing out the interface and the years of context on the problem it represents. I don't think 100% agentic chat interfaces will work for this reason. Even ChatGPT's interaction model drew on decades of prior art in chatbots.\n\nSuccessful interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them. See Figma, Notion, Vercel, Box, and Intercom.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time. They had the foresight to build on top of VS Code while everyone else tried to make fully novel approaches work much less successfully.","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":[10,171],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2345214484","name":"Grace Zavolock","screen_name":"gracezav","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"gracezav","lang":"en","retweeted":false,"fact_check":null,"id":"1980087865444102522","view_count":113,"bookmark_count":0,"created_at":1760924710000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@gracezav I don't think AI will run on it's own in the short term. As Karpathy points out, think the right output is small enough that humans can review its work in chunks","in_reply_to_user_id_str":"2345214484","in_reply_to_status_id_str":"1980046762892243132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"9445792","name":"Dylan Field","screen_name":"zoink","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"zoink","lang":"en","retweeted":false,"fact_check":null,"id":"1980264811222180191","view_count":107,"bookmark_count":0,"created_at":1760966897000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980122000078385626","full_text":"@zoink Making time metric? 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Wars and regime change are the only thing that comes to mind with a comparable level of immediate societal 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. 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The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. We've done this with automated insights and are working on a global chat feature. Also see Cursor on top of VS Code.","in_reply_to_user_id_str":"1149993067203760129","in_reply_to_status_id_str":"1979932201018913051","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,118],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1621321272255733761","name":"Tech Sales Guy","screen_name":"TechSalesGuy3","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TechSalesGuy3","lang":"en","retweeted":false,"fact_check":null,"id":"1979895537936769086","view_count":535,"bookmark_count":0,"created_at":1760878855000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@TechSalesGuy3 I got tired seeing so little thinking applied when it comes to AI's impact. People don't like to think!","in_reply_to_user_id_str":"1621321272255733761","in_reply_to_status_id_str":"1979893516173193256","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[5,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/eFu37HzLaK","indices":[335,358]}],"user_mentions":[{"id_str":"784008","name":"Quinn Slack","screen_name":"sqs","indices":[0,4]}]},"favorited":false,"in_reply_to_screen_name":"sqs","lang":"en","retweeted":false,"fact_check":null,"id":"1979962815659344204","view_count":115,"bookmark_count":0,"created_at":1760894895000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979698664366129402","full_text":"You need humans to be able to continually filter the output from any sort of LLM output and adjust it at any level of abstraction. The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. Words don’t have any fixed intrinsic meaning. They are part of a cooperative game played by humans and their meaning is fluid and determined by their use.\n\nWords seem like a foundational unit of human culture.","in_reply_to_user_id_str":"17482791","in_reply_to_status_id_str":"1980000613959422362","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":86269,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980288283491123320","view_count":84490,"bookmark_count":233,"created_at":1760972493000,"favorite_count":306,"quote_count":3,"reply_count":43,"retweet_count":21,"user_id_str":"1053497479","conversation_id_str":"1980288283491123320","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nMost SaaS domains can map to AI, it's just a hard product problem to get right. Specifically, the user interface problem is hard. Most SaaS companies I see are slapping a thin layer on top vs rebuilding the interface.\n\nThe other mistake is companies throwing out the interface and the years of context on the problem it represents. I don't think 100% agentic chat interfaces will work for this reason. Even ChatGPT's interaction model drew on decades of prior art in chatbots.\n\nSuccessful interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them. See Figma, Notion, Vercel, Box, and Intercom.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time. They had the foresight to build on top of VS Code while everyone else tried to make fully novel approaches work much less successfully.","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":[10,171],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2345214484","name":"Grace Zavolock","screen_name":"gracezav","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"gracezav","lang":"en","retweeted":false,"fact_check":null,"id":"1980087865444102522","view_count":113,"bookmark_count":0,"created_at":1760924710000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@gracezav I don't think AI will run on it's own in the short term. As Karpathy points out, think the right output is small enough that humans can review its work in chunks","in_reply_to_user_id_str":"2345214484","in_reply_to_status_id_str":"1980046762892243132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"9445792","name":"Dylan Field","screen_name":"zoink","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"zoink","lang":"en","retweeted":false,"fact_check":null,"id":"1980264811222180191","view_count":107,"bookmark_count":0,"created_at":1760966897000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980122000078385626","full_text":"@zoink Making time metric? 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Wars and regime change are the only thing that comes to mind with a comparable level of immediate societal 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. We've done this with automated insights and are working on a global chat feature. Also see Cursor on top of VS Code.","in_reply_to_user_id_str":"1149993067203760129","in_reply_to_status_id_str":"1979932201018913051","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,118],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1621321272255733761","name":"Tech Sales Guy","screen_name":"TechSalesGuy3","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TechSalesGuy3","lang":"en","retweeted":false,"fact_check":null,"id":"1979895537936769086","view_count":535,"bookmark_count":0,"created_at":1760878855000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@TechSalesGuy3 I got tired seeing so little thinking applied when it comes to AI's impact. People don't like to think!","in_reply_to_user_id_str":"1621321272255733761","in_reply_to_status_id_str":"1979893516173193256","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[5,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/eFu37HzLaK","indices":[335,358]}],"user_mentions":[{"id_str":"784008","name":"Quinn Slack","screen_name":"sqs","indices":[0,4]}]},"favorited":false,"in_reply_to_screen_name":"sqs","lang":"en","retweeted":false,"fact_check":null,"id":"1979962815659344204","view_count":115,"bookmark_count":0,"created_at":1760894895000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979698664366129402","full_text":"You need humans to be able to continually filter the output from any sort of LLM output and adjust it at any level of abstraction. The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. Words don’t have any fixed intrinsic meaning. They are part of a cooperative game played by humans and their meaning is fluid and determined by their use.\n\nWords seem like a foundational unit of human culture.","in_reply_to_user_id_str":"17482791","in_reply_to_status_id_str":"1980000613959422362","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":43,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980288283491123320","view_count":84490,"bookmark_count":233,"created_at":1760972493000,"favorite_count":306,"quote_count":3,"reply_count":43,"retweet_count":21,"user_id_str":"1053497479","conversation_id_str":"1980288283491123320","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nMost SaaS domains can map to AI, it's just a hard product problem to get right. Specifically, the user interface problem is hard. Most SaaS companies I see are slapping a thin layer on top vs rebuilding the interface.\n\nThe other mistake is companies throwing out the interface and the years of context on the problem it represents. I don't think 100% agentic chat interfaces will work for this reason. Even ChatGPT's interaction model drew on decades of prior art in chatbots.\n\nSuccessful interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them. See Figma, Notion, Vercel, Box, and Intercom.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time. They had the foresight to build on top of VS Code while everyone else tried to make fully novel approaches work much less successfully.","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":[10,171],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2345214484","name":"Grace Zavolock","screen_name":"gracezav","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"gracezav","lang":"en","retweeted":false,"fact_check":null,"id":"1980087865444102522","view_count":113,"bookmark_count":0,"created_at":1760924710000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@gracezav I don't think AI will run on it's own in the short term. As Karpathy points out, think the right output is small enough that humans can review its work in chunks","in_reply_to_user_id_str":"2345214484","in_reply_to_status_id_str":"1980046762892243132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"9445792","name":"Dylan Field","screen_name":"zoink","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"zoink","lang":"en","retweeted":false,"fact_check":null,"id":"1980264811222180191","view_count":107,"bookmark_count":0,"created_at":1760966897000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980122000078385626","full_text":"@zoink Making time metric? 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Wars and regime change are the only thing that comes to mind with a comparable level of immediate societal 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. 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The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. We've done this with automated insights and are working on a global chat feature. Also see Cursor on top of VS Code.","in_reply_to_user_id_str":"1149993067203760129","in_reply_to_status_id_str":"1979932201018913051","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,118],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1621321272255733761","name":"Tech Sales Guy","screen_name":"TechSalesGuy3","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TechSalesGuy3","lang":"en","retweeted":false,"fact_check":null,"id":"1979895537936769086","view_count":535,"bookmark_count":0,"created_at":1760878855000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@TechSalesGuy3 I got tired seeing so little thinking applied when it comes to AI's impact. People don't like to think!","in_reply_to_user_id_str":"1621321272255733761","in_reply_to_status_id_str":"1979893516173193256","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[5,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/eFu37HzLaK","indices":[335,358]}],"user_mentions":[{"id_str":"784008","name":"Quinn Slack","screen_name":"sqs","indices":[0,4]}]},"favorited":false,"in_reply_to_screen_name":"sqs","lang":"en","retweeted":false,"fact_check":null,"id":"1979962815659344204","view_count":115,"bookmark_count":0,"created_at":1760894895000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979698664366129402","full_text":"You need humans to be able to continually filter the output from any sort of LLM output and adjust it at any level of abstraction. The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. Words don’t have any fixed intrinsic meaning. They are part of a cooperative game played by humans and their meaning is fluid and determined by their use.\n\nWords seem like a foundational unit of human culture.","in_reply_to_user_id_str":"17482791","in_reply_to_status_id_str":"1980000613959422362","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":21,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980288283491123320","view_count":84490,"bookmark_count":233,"created_at":1760972493000,"favorite_count":306,"quote_count":3,"reply_count":43,"retweet_count":21,"user_id_str":"1053497479","conversation_id_str":"1980288283491123320","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nMost SaaS domains can map to AI, it's just a hard product problem to get right. Specifically, the user interface problem is hard. Most SaaS companies I see are slapping a thin layer on top vs rebuilding the interface.\n\nThe other mistake is companies throwing out the interface and the years of context on the problem it represents. I don't think 100% agentic chat interfaces will work for this reason. Even ChatGPT's interaction model drew on decades of prior art in chatbots.\n\nSuccessful interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them. See Figma, Notion, Vercel, Box, and Intercom.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time. They had the foresight to build on top of VS Code while everyone else tried to make fully novel approaches work much less successfully.","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":[10,171],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2345214484","name":"Grace Zavolock","screen_name":"gracezav","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"gracezav","lang":"en","retweeted":false,"fact_check":null,"id":"1980087865444102522","view_count":113,"bookmark_count":0,"created_at":1760924710000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@gracezav I don't think AI will run on it's own in the short term. As Karpathy points out, think the right output is small enough that humans can review its work in chunks","in_reply_to_user_id_str":"2345214484","in_reply_to_status_id_str":"1980046762892243132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"9445792","name":"Dylan Field","screen_name":"zoink","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"zoink","lang":"en","retweeted":false,"fact_check":null,"id":"1980264811222180191","view_count":107,"bookmark_count":0,"created_at":1760966897000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980122000078385626","full_text":"@zoink Making time metric? 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Wars and regime change are the only thing that comes to mind with a comparable level of immediate societal 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. 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The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. 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Any tips? Tag the best people to follow.","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":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1979890627136688177","view_count":331702,"bookmark_count":621,"created_at":1760877684000,"favorite_count":474,"quote_count":26,"reply_count":51,"retweet_count":77,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"The State of AI in SaaS:\nSaaS is Dead, Long Live SaaS\n\nThis started as an analysis of Andrej Karpathy's excellent overview of AI's capabilities. Those who deeply understand this will make all the returns and everyone else will lose a lot of money.\n\n\"Ghosts\" is a brilliant metaphor for what we've created. They're not animals, and they're definitely not human. They are imperfect replicas of us. Karpathy describes them as a \"statistical distillation of humanity's documents\".\n\nAI channels that distribution more effectively than any human and can beat us at Go, schoolwork, analyzing medical images, and many well defined tasks. At the same time, it lacks the reward systems that humans use to improve including curiosity, empowerment, play, intrinsic motivation, and culture.\n\nAs a result, AI's capabilities are limited. If you watch how the best work gets done with AI, it happens in chunks where a human supervises the output and gives iterative feedback to the AI. Large scale autonomous agents are brittle and fail quickly. Watch anyone vibe code an application with any level of novel complexity.\n\nAI also faces integration barriers into existing organizations. AI is not capable of pulling a lot of the levers you need to be effective like coordinating with multiple stakeholders, building trust, authenticity, and interacting with different modalities across time and space. You could argue that the average human doesn't either, but people know when they're interacting with an AI and don't allow it the same agency as they do to people. The most successful AI B2B companies actually need more humans to integrate what they've built (forward deployed engineers) than traditional B2B SaaS.\n\nWhat's next?\n\nThose who understand AI and its limitations will transform the industry.\n\nIncumbents will be killed by those who know how to leverage AI. I've seen countless homepages talk about being the \"AI platform for AI agents\" but can't even string a demo together. Meanwhile they're trying to pitch a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless. They will be the first to be replaced when they get surpassed by AI native companies.\n\nThe investors blindly throwing money into companies at 100x multiples are going to lose their money. I spoke with one of the most disciplined investors I know last week. They said they felt they had to play the game on the field even though they knew it didn't make sense. And this was from someone who is closer to the technology than 95% of investors.\n\nOn the other hand, companies who deeply understand AI will win everything. Cursor, Glean, Decagon, Sierra, Linear, Lovable, Replit, Bolt, and many AI natives are off to a great start.\n\nWhile 90% of incumbents haven't adapted, it is possible. Figma, Notion, Vercel, Box, and Intercom have done a great job of tearing down what they have and rebuilding AI native products. They have teams who are close to the current capabilities of the models. They also understand their problem domain and as new capabilities come out know what capabilities will map well to what problems in what way. They are able to deliver on AI's promise to their customers. Whereas the majority of existing companies will die.\n\nIn analytics, the door is wide open. In spite of many of our competitors filling up their homepages with the text \"AI\", I haven't seen a single compelling demo. We're still working like it's 2015.\n\nThis will change. We have spent the last year at Amplitude rebuilding our team to be AI native. We've learned about what models are capable of, how to write prompts, and how to leverage evals for building great products. We've worked with our customers to see what gets used in practice and what doesn't. We are building a vision for the future of analytics. We are all in on AI at Amplitude.\n\nStay tuned for what's next. We're going to be fast and furious with AI products at Amplitude.","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":[15,215],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/weE6NbZrhW","indices":[192,215]}],"user_mentions":[{"id_str":"16591288","name":"martin_casado","screen_name":"martin_casado","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"martin_casado","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979890627136688177","quoted_status_permalink":{"url":"https://t.co/weE6NbZrhW","expanded":"https://x.com/spenserskates/status/1979890627136688177","display":"x.com/spenserskates/…"},"retweeted":false,"fact_check":null,"id":"1979895281857798654","view_count":227,"bookmark_count":0,"created_at":1760878794000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979587962909462765","full_text":"@martin_casado On any given task, AI channels a human more effectively than any human can.\n\nI think we're overrating it's impact in B2B in the short term and underrating it in the long term.\n\nhttps://t.co/weE6NbZrhW","in_reply_to_user_id_str":"16591288","in_reply_to_status_id_str":"1979587962909462765","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"914061","name":"Aaron Levie","screen_name":"levie","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"levie","lang":"en","retweeted":false,"fact_check":null,"id":"1979948030544793641","view_count":1866,"bookmark_count":4,"created_at":1760891370000,"favorite_count":14,"quote_count":3,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979941267753824738","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nThe AGI magical thinking + SaaS is dead narrative drives me nuts so I came across more bearish than I meant to.\n\nI think most domains can map, it's just a hard product problem to get right as you call out. I think the data parts are relatively easy.\n\nSpecifically, I think the user interface problem is hard. Most companies I see are slapping a thin layer on top vs rebuilding the interface. The other mistake I see is companies throwing out the interface and the years of context on the problem it represents. These interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time.","in_reply_to_user_id_str":"914061","in_reply_to_status_id_str":"1979941267753824738","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,84],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1836078160653246464","name":"ℏεsam","screen_name":"Hesamation","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Hesamation","lang":"en","retweeted":false,"fact_check":null,"id":"1979953803605766406","view_count":76,"bookmark_count":0,"created_at":1760892747000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979685837190373797","full_text":"@Hesamation You need humans to filter the slop! Fully autonomous agents are nonsense","in_reply_to_user_id_str":"1836078160653246464","in_reply_to_status_id_str":"1979685837190373797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/karpathy/statu…","expanded_url":"https://x.com/karpathy/status/1979644538185752935","url":"https://t.co/vWtUjFJ7FI","indices":[70,93]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"spenserskates","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1979644538185752935","quoted_status_permalink":{"url":"https://t.co/vWtUjFJ7FI","expanded":"https://x.com/karpathy/status/1979644538185752935","display":"x.com/karpathy/statu…"},"retweeted":false,"fact_check":null,"id":"1979890633537122344","view_count":9411,"bookmark_count":27,"created_at":1760877686000,"favorite_count":27,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Andrej Karpathy's excellent overview on the state of AI capabilities:\nhttps://t.co/vWtUjFJ7FI\n\n-AGI timelines are overly optimistic (and the skeptics are wrong)\n-Animals vs ghosts\n-The industry is overshooting with LLM agents","in_reply_to_user_id_str":"1053497479","in_reply_to_status_id_str":"1979890627136688177","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"84490044","name":"Peter Yang","screen_name":"petergyang","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"petergyang","lang":"en","retweeted":false,"fact_check":null,"id":"1979907927420133395","view_count":2452,"bookmark_count":13,"created_at":1760881809000,"favorite_count":22,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"Automated Insights: Having AI find the root cause of an issue by running multiple iterative segmentation analyses of a chart. Eg what caused this recent spike in traffic > segmenting by country, traffic source, campaign, etc. > this particular piece of content caused a spike. As you point out, you need to also link back to a chart that shows that insight vs only presenting text.\n\nWe're seeing high retention with our beta testers of this feature.\n\nAll the examples from other companies I've seen like Tableau/Adobe/Google are going about it completely wrong by summarizing the existing chart and that's it. They're missing the whole power of intelligent LLMs to iteratively querying the data!","in_reply_to_user_id_str":"84490044","in_reply_to_status_id_str":"1979904742340911239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[54,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"20238159","name":"Jonathan Mendez","screen_name":"jonathanmendez","indices":[0,15]},{"id_str":"77206927","name":"Madhur Yadav","screen_name":"Madhur_Yadav","indices":[16,29]},{"id_str":"2361979572","name":"Amplitude","screen_name":"Amplitude_HQ","indices":[30,43]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[44,53]}]},"favorited":false,"in_reply_to_screen_name":"jonathanmendez","lang":"en","retweeted":false,"fact_check":null,"id":"1979954976261869947","view_count":524,"bookmark_count":0,"created_at":1760893026000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@jonathanmendez @Madhur_Yadav @Amplitude_HQ @karpathy The key is filtering the right data to the LLM. Once you send it too much it loses track of what's going on (even with larger context windows).","in_reply_to_user_id_str":"20238159","in_reply_to_status_id_str":"1979953204281393420","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38432016","name":"Sandhya","screen_name":"sandhya","indices":[0,8]},{"id_str":"15281972","name":"Eric Vishria","screen_name":"ericvishria","indices":[9,21]}]},"favorited":false,"in_reply_to_screen_name":"sandhya","lang":"en","retweeted":false,"fact_check":null,"id":"1979939770227908709","view_count":1091,"bookmark_count":1,"created_at":1760889401000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@sandhya @ericvishria You have to get the iterative analysis right and that is hard. It requires exposing the right data and tools to an AI as well as changing the analytics product. We focus on replicating the steps a human analyst would take. Once you do it, it works surprisingly well.","in_reply_to_user_id_str":"38432016","in_reply_to_status_id_str":"1979937498823561547","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[24,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1149993067203760129","name":"CryptoD₿S","screen_name":"DbsCrypto","indices":[0,10]},{"id_str":"35647451","name":"Turner Novak 🍌🧢","screen_name":"TurnerNovak","indices":[11,23]}]},"favorited":false,"in_reply_to_screen_name":"DbsCrypto","lang":"en","retweeted":false,"fact_check":null,"id":"1979933332814078099","view_count":477,"bookmark_count":0,"created_at":1760887866000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@DbsCrypto @TurnerNovak I think AI on top of existing SaaS workflows to speed them up in a smart way will be key vs a full scale replacement. We've done this with automated insights and are working on a global chat feature. Also see Cursor on top of VS Code.","in_reply_to_user_id_str":"1149993067203760129","in_reply_to_status_id_str":"1979932201018913051","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,118],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1621321272255733761","name":"Tech Sales Guy","screen_name":"TechSalesGuy3","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TechSalesGuy3","lang":"en","retweeted":false,"fact_check":null,"id":"1979895537936769086","view_count":535,"bookmark_count":0,"created_at":1760878855000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@TechSalesGuy3 I got tired seeing so little thinking applied when it comes to AI's impact. People don't like to think!","in_reply_to_user_id_str":"1621321272255733761","in_reply_to_status_id_str":"1979893516173193256","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[5,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/spenserskates/…","expanded_url":"https://x.com/spenserskates/status/1979890627136688177","url":"https://t.co/eFu37HzLaK","indices":[335,358]}],"user_mentions":[{"id_str":"784008","name":"Quinn Slack","screen_name":"sqs","indices":[0,4]}]},"favorited":false,"in_reply_to_screen_name":"sqs","lang":"en","retweeted":false,"fact_check":null,"id":"1979962815659344204","view_count":115,"bookmark_count":0,"created_at":1760894895000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979698664366129402","full_text":"You need humans to be able to continually filter the output from any sort of LLM output and adjust it at any level of abstraction. The product interface is key.\n\nIt's also very easy to have an agent go wild and create a lot of negative value. Making breaking changes that fail silently, deleting data, and creating a mess are common.\n\nhttps://t.co/eFu37HzLaK","in_reply_to_user_id_str":"784008","in_reply_to_status_id_str":"1979698664366129402","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17482791","name":"Ivan Zhao","screen_name":"ivanhzhao","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"ivanhzhao","lang":"en","retweeted":false,"fact_check":null,"id":"1980018228178161713","view_count":242,"bookmark_count":1,"created_at":1760908107000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980000613959422362","full_text":"@ivanhzhao This was Wittgenstein’s big discovery in philosophy. Words don’t have any fixed intrinsic meaning. They are part of a cooperative game played by humans and their meaning is fluid and determined by their use.\n\nWords seem like a foundational unit of human culture.","in_reply_to_user_id_str":"17482791","in_reply_to_status_id_str":"1980000613959422362","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-21","value":86269,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980288283491123320","view_count":84490,"bookmark_count":233,"created_at":1760972493000,"favorite_count":306,"quote_count":3,"reply_count":43,"retweet_count":21,"user_id_str":"1053497479","conversation_id_str":"1980288283491123320","full_text":"I'm super bullish on AI reshaping SaaS. We acquired 4 companies and re-orged product development twice this year to do it properly.\n\nMost SaaS domains can map to AI, it's just a hard product problem to get right. Specifically, the user interface problem is hard. Most SaaS companies I see are slapping a thin layer on top vs rebuilding the interface.\n\nThe other mistake is companies throwing out the interface and the years of context on the problem it represents. I don't think 100% agentic chat interfaces will work for this reason. Even ChatGPT's interaction model drew on decades of prior art in chatbots.\n\nSuccessful interfaces will 1) build on existing state of the art in SaaS 2) deeply reshape them. See Figma, Notion, Vercel, Box, and Intercom.\n\nEven the Cursor team spent over a year trying to figure it out with minimal traction and then needed a model breakthrough to happen at the right time. They had the foresight to build on top of VS Code while everyone else tried to make fully novel approaches work much less successfully.","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":[10,171],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2345214484","name":"Grace Zavolock","screen_name":"gracezav","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"gracezav","lang":"en","retweeted":false,"fact_check":null,"id":"1980087865444102522","view_count":113,"bookmark_count":0,"created_at":1760924710000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1979890627136688177","full_text":"@gracezav I don't think AI will run on it's own in the short term. As Karpathy points out, think the right output is small enough that humans can review its work in chunks","in_reply_to_user_id_str":"2345214484","in_reply_to_status_id_str":"1980046762892243132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[7,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"9445792","name":"Dylan Field","screen_name":"zoink","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"zoink","lang":"en","retweeted":false,"fact_check":null,"id":"1980264811222180191","view_count":107,"bookmark_count":0,"created_at":1760966897000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1053497479","conversation_id_str":"1980122000078385626","full_text":"@zoink Making time metric? 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Wars and regime change are the only thing that comes to mind with a comparable level of immediate societal 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