[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

# ![@IntuitMachine Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::3027431134.png) @IntuitMachine Carlos E. Perez

Carlos E. Perez posts on X about ai, theory, $googl, agi the most. They currently have XXXXXX followers and XXX posts still getting attention that total XXXXXX engagements in the last XX hours.

### Engagements: XXXXXX [#](/creator/twitter::3027431134/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::3027431134/c:line/m:interactions.svg)

- X Week XXXXXXXXX +184%
- X Month XXXXXXXXX +284%
- X Months XXXXXXXXXX +31%
- X Year XXXXXXXXXX -XX%

### Mentions: XX [#](/creator/twitter::3027431134/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::3027431134/c:line/m:posts_active.svg)

- X Month XXX +22%
- X Months XXXXX -XX%
- X Year XXXXX -XXXX%

### Followers: XXXXXX [#](/creator/twitter::3027431134/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::3027431134/c:line/m:followers.svg)

- X Week XXXXXX +3.30%
- X Month XXXXXX +11%
- X Months XXXXXX +29%
- X Year XXXXXX +40%

### CreatorRank: XXXXXXX [#](/creator/twitter::3027431134/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::3027431134/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[technology brands](/list/technology-brands)  XXXX% [finance](/list/finance)  XXXX% [stocks](/list/stocks)  XXXX% [countries](/list/countries)  XXXX% [celebrities](/list/celebrities)  XXXX% [vc firms](/list/vc-firms)  XXXX% [musicians](/list/musicians)  XXXX% [automotive brands](/list/automotive-brands)  XXXX%

**Social topic influence**
[ai](/topic/ai) #3634, [theory](/topic/theory) #1959, [$googl](/topic/$googl) #3733, [agi](/topic/agi) #157, [secret](/topic/secret) 1.44%, [elon musk](/topic/elon-musk) 1.44%, [meta](/topic/meta) 1.44%, [open ai](/topic/open-ai) #393, [future](/topic/future) 1.44%, [what is](/topic/what-is) XXXX%

**Top accounts mentioned or mentioned by**
[@elonmusk](/creator/undefined) [@grok](/creator/undefined) [@chaos2cured](/creator/undefined) [@katsuerte](/creator/undefined) [@dwarkeshsp](/creator/undefined) [@viktorobert](/creator/undefined) [@ilyasut](/creator/undefined) [@benitoz](/creator/undefined) [@yanngabioud](/creator/undefined) [@danshipper](/creator/undefined) [@jesiicam](/creator/undefined) [@molsonhart](/creator/undefined) [@bullmarketbill1](/creator/undefined) [@viumobile](/creator/undefined) [@ivan_bezdomny](/creator/undefined) [@dysmemic](/creator/undefined) [@warrenmansell](/creator/undefined) [@merrillov3rturf](/creator/undefined) [@techartist](/creator/undefined) [@leoguinan](/creator/undefined)

**Top assets mentioned**
[Alphabet Inc Class A (GOOGL)](/topic/$googl) [NVIDIA Corp. (NVDA)](/topic/$nvda)
### Top Social Posts
Top posts by engagements in the last XX hours

"Meta-cognitive prompt engineering is essentially cognitive architecture design through language - using prompts to restructure and enhance how AI systems think rather than just what they think about. The key insight is that regular prompts operate at the content level ("What is X") while meta-cognitive prompts operate at the process level ("How should you think about thinking about X"). They implement recursive self-improvement loops that make the AI more capable of sophisticated reasoning"  
[X Link](https://x.com/IntuitMachine/status/1930575250988675403)  2025-06-05T10:39Z 48.2K followers, 86.9K engagements


"You know how some people seem to have a magic touch with LLMs They get incredible nuanced results while everyone else gets generic junk. The common wisdom is that this is a technical skill. A list of secret hacks keywords and formulas you have to learn. But a new paper suggests this isn't the main thing. The skill that makes you great at working with AI isn't technical. It's social. Researchers (Riedl & Weidmann) analyzed how 600+ people solved problems alone vs. with an AI. They used a statistical method to isolate two different things for each person: Their 'solo problem-solving ability'"  
[X Link](https://x.com/IntuitMachine/status/1997131059805163542)  2025-12-06T02:28Z 48.2K followers, 340.2K engagements


"Everyone says LLMs can't do true reasoningthey just pattern-match and hallucinate code. So why did our system just solve abstract reasoning puzzles that are specifically designed to be unsolvable by pattern matching Let me show you what happens when you stop asking AI for answers and start asking it to think. 🧵 First what even is ARC-AGI It's a benchmark that looks deceptively simple: You get 2-4 examples of colored grids transforming (input output) and you have to figure out the rule. But here's the catch: These aren't IQ test patterns. They're designed to require genuine abstraction. (Why"  
[X Link](https://x.com/IntuitMachine/status/1997366836015366577)  2025-12-06T18:05Z 48.2K followers, 89.2K engagements


"Poetiq's solution to ARC-AGI-2"  
[X Link](https://x.com/IntuitMachine/status/1997382243480658404)  2025-12-06T19:06Z 48.2K followers, 5750 engagements


"The Framework Graveyard Hard truth: LangChain is for prototypes. XX% of production agents are custom code. Here's what killed agent frameworks in the real world 🧵 1/ The split is dramatic: Survey (all stages): XX% use frameworks Interviews (deployed only): XX% use frameworks What happened between prototype and production Teams ripped out the frameworks. 2/ Why custom code wins: "We started with CrewAI. Then we needed to integrate with our auth system. And our data pipeline. And our monitoring. By month X we'd forked it so hard we just rewrote it." Flexibility convenience. 3/ The three"  
[X Link](https://x.com/IntuitMachine/status/1997719147099086853)  2025-12-07T17:25Z 48.2K followers, 22.2K engagements


"I'm watching the documentary The Thinking Game about DeepMind. The narrative goes that China discovers its Sputnik moment with AlphaGo. I do remember that time in 2017 and blogging about it. I'm nostalgic about having been aware back then. @demishassabis"  
[X Link](https://x.com/IntuitMachine/status/1994152253239042538)  2025-11-27T21:12Z 48K followers, 5583 engagements


"I used to think the brain vs neural nets gap was mostly about scale. More neurons more layers more data. Then I ran into a line that made me stop: the brain doesnt just represent information it coordinates it. And coordination is a timing thing. Likeyour brain is not a pile of static tensors. Its a pile of coupled oscillators trying to stay in sync. If youve ever tried to talk while someone else is talking over you youve felt this. Same words totally different outcome depending on timing. Heres the mistake (I was making it too): We talk about neurons like theyre little on/off units that sum"  
[X Link](https://x.com/IntuitMachine/status/1994347670815572218)  2025-11-28T10:08Z 48.1K followers, 6132 engagements


"The most important idea one should take from Ilya Sutskever's interview with Dwarkesh is this 👇. Sear it into your brain"  
[X Link](https://x.com/IntuitMachine/status/1994360736156450843)  2025-11-28T11:00Z 48.1K followers, 4830 engagements


"A definition of hell and Jungian individuation"  
[X Link](https://x.com/IntuitMachine/status/1994381479934341517)  2025-11-28T12:22Z 48K followers, 1214 engagements


"@Matt_Pinner Which of these three would be more likely to listen to you when you meet"  
[X Link](https://x.com/IntuitMachine/status/1994405490168639650)  2025-11-28T13:58Z 48K followers, XX engagements


"Google turned its customers into TSMC reservation tickets. Every time I see another Meta is buying Google TPUs headline I no longer think cool more competition for Nvidia. I now think Google just locked another 100000 wafers at TSMC that nobody else can have. That single flip turns the entire AI chip war upside down. I finally get why Google is quietly winning the AI chip war and almost nobody is talking about the real reason. It has nothing to do with how fast the TPU is. It has everything to do with who gets to talk to TSMC first. Everyone keeps saying Meta is buying Google TPUs like its"  
[X Link](https://x.com/IntuitMachine/status/1994449463520182683)  2025-11-28T16:53Z 48K followers, 12.9K engagements


"Meta has an odd strategy"  
[X Link](https://x.com/IntuitMachine/status/1994790195162415130)  2025-11-29T15:26Z 48K followers, 1017 engagements


"Think Like John Von Neumann"  
[X Link](https://x.com/IntuitMachine/status/1994923750425596278)  2025-11-30T00:17Z 48K followers, 1974 engagements


"@benitoz Didn't happen"  
[X Link](https://x.com/IntuitMachine/status/1994924457056432424)  2025-11-30T00:20Z 48K followers, 3002 engagements


"Rethinking consciousness. pretty wild don't you think"  
[X Link](https://x.com/IntuitMachine/status/1995101898098294925)  2025-11-30T12:05Z 48K followers, 2007 engagements


"@YannGabioud It's a long sequence of prompts that gets me here. I was using Opus XXX to create this and the final result I sent to notebookLM for the infographic render"  
[X Link](https://x.com/IntuitMachine/status/1995242071813411326)  2025-11-30T21:22Z 48K followers, XXX engagements


"When people ask how you are going to make money they are really trying to find the angle of how they can make money from you They seek how they will benefit in a transactional way"  
[X Link](https://x.com/IntuitMachine/status/1995450778371150045)  2025-12-01T11:11Z 48K followers, 1991 engagements


"@dwarkesh_sp "I'm telling you this is the most important thing of all time. and then you're asking me if we're gay . weren't you listening to what we're saying""  
[X Link](https://x.com/IntuitMachine/status/1995797243996029071)  2025-12-02T10:08Z 48K followers, XXX engagements


"Is Claude runaway dominant in coding environments I don't think any other platform has something like Claude Skills. Am I right here"  
[X Link](https://x.com/IntuitMachine/status/1996163640991375461)  2025-12-03T10:24Z 48.1K followers, XXX engagements


"Where should the AI dividend go"  
[X Link](https://x.com/IntuitMachine/status/1996178024384082115)  2025-12-03T11:21Z 48.1K followers, 2246 engagements


"Not good at all"  
[X Link](https://x.com/IntuitMachine/status/1996208188228808726)  2025-12-03T13:21Z 48.1K followers, 13K engagements


"@TimelessMartian Well actually"  
[X Link](https://x.com/IntuitMachine/status/1996445514678841650)  2025-12-04T05:04Z 48K followers, 1117 engagements


"The path to absurdist enlightenment"  
[X Link](https://x.com/IntuitMachine/status/1996542975506342312)  2025-12-04T11:31Z 48.1K followers, 2287 engagements


"Indifference Through Abstraction: Predictive Markets + AI"  
[X Link](https://x.com/IntuitMachine/status/1996549269826978043)  2025-12-04T11:56Z 48.1K followers, XXX engagements


"Paperclip maximizing and pill philosophy are the same thing"  
[X Link](https://x.com/IntuitMachine/status/1996549452400832900)  2025-12-04T11:57Z 48.1K followers, XXX engagements


"@PaulAnleitner Are the box office numbers adjusted for inflation"  
[X Link](https://x.com/IntuitMachine/status/1996606492108075265)  2025-12-04T15:44Z 48K followers, 4210 engagements


"@danshipper Here's an infographic gist:"  
[X Link](https://x.com/IntuitMachine/status/1996656835584221256)  2025-12-04T19:04Z 48.1K followers, XXX engagements


"The Verification Calculus"  
[X Link](https://x.com/IntuitMachine/status/1996877058547531819)  2025-12-05T09:39Z 48.1K followers, XXX engagements


"The Blueprint for Human Aligned AGI"  
[X Link](https://x.com/IntuitMachine/status/1996889040529117322)  2025-12-05T10:27Z 48.1K followers, XXX engagements


"Everyone thinks keeping humans in the AI loop is about control. Or dignity. Or jobs. It's not. It's about verification architecture. And once you see this the whole AI safety debate looks different. Here's a pattern software engineers discovered decades ago: Every system that verifies itself eventually drifts. Your code checking itself. Your beliefs confirming themselves. Organizations auditing themselves. Closed loops accumulate errors. No external reference catches them. This is why Test-Driven Development works. You write the test BEFORE the code. The test is external to the"  
[X Link](https://x.com/IntuitMachine/status/1996892034032955484)  2025-12-05T10:38Z 48.1K followers, 2521 engagements


"It can't be any more mind-stretching than this Ask the same question: Unpack and discover the first principles of: an interesting question using Gemini XXX GPT XXX Opus XXX and Grok XXX. Then read all the answers identify the interesting trajectory surfaced by any one of them and then ask a question based on that"  
[X Link](https://x.com/IntuitMachine/status/1996910339112173691)  2025-12-05T11:51Z 48.1K followers, 1209 engagements


"Answer with iconic indexical and symbolic signs (i.e. X kinds)"  
[X Link](https://x.com/IntuitMachine/status/1996964140171091975)  2025-12-05T15:25Z 48.1K followers, 1234 engagements


"There's some secret sauce here about Gemini-3 and Python programming. This is very powerful stuff"  
[X Link](https://x.com/IntuitMachine/status/1997385592020119655)  2025-12-06T19:20Z 48.1K followers, 2314 engagements


"@BLUECOW009 Just let it flow"  
[X Link](https://x.com/IntuitMachine/status/1997417307589521575)  2025-12-06T21:26Z 48K followers, XXX engagements


"Seems to hint at this:"  
[X Link](https://x.com/IntuitMachine/status/1997801692268810407)  2025-12-07T22:53Z 48.2K followers, 35.1K engagements


"7 AI behaviors that separate the top X% from everyone else (Based on analysis of 1M+ enterprises) If you're not doing #4 you're leaving 40-60 min/day on the table: 🧵 1/ They use AI across 7+ distinct task types Not just writing. Writing + coding + analysis + image generation + translation + data viz + research. The more task diversity = 5x more time saved. Specialists lose. Polymaths win. 2/ They build don't browse Frontier workers create Custom GPTs for: Repeating workflows Team-specific knowledge bases Auto-responses based on company data They're not "using AI." They're building with it."  
[X Link](https://x.com/IntuitMachine/status/1998329029313593792)  2025-12-09T09:49Z 48.2K followers, 1141 engagements


"Has an unknown AI firm in China caught up with Kimi-K2 Moonshot AI has gained significant attention earning the nickname AI Tiger in China with a valuation of $XXX billion after raising $XXX billion from investors like Alibaba Tencent and Gaorong Capital. The companys name is inspired by Pink Floyds album The Dark Side of the Moon"  
[X Link](https://x.com/IntuitMachine/status/1943979945786556725)  2025-07-12T10:25Z 48.2K followers, 4655 engagements


"Elon Musk is mentioned in Demis Hassibis' biography documentary "The Thinking Game" (now on YT). I was curious about that so I asked Grok @elonmusk The story of Elon Musk and DeepMind is one of the most interesting (and dramatic) chapters in the history of modern AI development. It involves ambition fear of existential risk a secretive fundraising race and ultimately a lost bidding war that shaped the entire AI landscape. ### 20102013: The early connection - Elon Musk had been funding AI research since the 2000s because he was already worried about AI as an existential threat to humanity. -"  
[X Link](https://x.com/IntuitMachine/status/1994387097537384872)  2025-11-28T12:45Z 48.2K followers, 225.7K engagements


"I asked Gemini XXX to distill the main points of the SemiAnalysis analysis. Here it is in a digestible and simple explanation. After you read this you'll be backing up the truck come Monday (disclaimer: this is not financial advice do your own due dilligence) 1/ Everyone is arguing about Nvidia's B200 vs Google's TPU specs. Theyre missing the actual war. I just spent the morning breaking down the new SemiAnalysis report on TPUv7 and honestly It changes the entire math of the AI industry. Here is the strategic shift almost everyone is ignoring. 🧵 2/ The standard narrative goes like this:"  
[X Link](https://x.com/IntuitMachine/status/1994747783207637257)  2025-11-29T12:38Z 48.1K followers, 55.1K engagements


"1/ Theres a specific pattern in strategy that looks like "genius" velocity at first but often ends in total loss of control. Im seeing it right now with xAIs new supercomputer. Its the exact same trap SoftBank fell into and it explains why "speed" is sometimes a liability. 2/ First the context: xAI pulled off something physically incredible. They strung together 100000 Nvidia H100s in just XXX days to build the "Colossus" cluster. In the hardware world that is lightspeed. They chose "Time-to-Market" over every other metric. 3/ But in Game Theory we call this "Rented Velocity." To move that"  
[X Link](https://x.com/IntuitMachine/status/1994765261497422004)  2025-11-29T13:47Z 48.1K followers, 2614 engagements


"Do you notice what is curious about this AI debt bomb Meta and Apple have signed up to use Google's TPU infrastructure They are all in the same bunker"  
[X Link](https://x.com/IntuitMachine/status/1994787542122532930)  2025-11-29T15:16Z 48.2K followers, 2406 engagements


"@SemiAnalysis_ 🤣 How about this"  
[X Link](https://x.com/IntuitMachine/status/1994828974460182537)  2025-11-29T18:01Z 48.2K followers, 4845 engagements


"I was curious about how Von Neumann's ideas reconceptualized how we historically thought about puzzling concepts"  
[X Link](https://x.com/IntuitMachine/status/1994850634156446176)  2025-11-29T19:27Z 48.1K followers, 2446 engagements


"It's pretty interesting how Von Neumann achieved his breakthrough ideas"  
[X Link](https://x.com/IntuitMachine/status/1994874752092053759)  2025-11-29T21:02Z 48.1K followers, 1458 engagements


"It's pretty curious that Von Neumann's breakthroughs can be framed as an application of semiotic logic"  
[X Link](https://x.com/IntuitMachine/status/1994879585192673471)  2025-11-29T21:22Z 48.1K followers, 1640 engagements


"Von Neumann had a special cognitive gift"  
[X Link](https://x.com/IntuitMachine/status/1995102886779367853)  2025-11-30T12:09Z 48.2K followers, 1184 engagements


"Are you leveling up yet"  
[X Link](https://x.com/IntuitMachine/status/1995118837864292701)  2025-11-30T13:12Z 48.1K followers, 11.5K engagements


"Has it ever occurred to you that the radical financialization of the USA is the paperclip maximizer that we all fear"  
[X Link](https://x.com/IntuitMachine/status/1995133144517718313)  2025-11-30T14:09Z 48.1K followers, 1779 engagements


"@Cutooie The specific answer depends on both of your spiral dynamics levels"  
[X Link](https://x.com/IntuitMachine/status/1995153549173661782)  2025-11-30T15:30Z 48.2K followers, 35.9K engagements


"What happens when everybody has a Von Neumann-level intelligence in their pocket"  
[X Link](https://x.com/IntuitMachine/status/1995154916244103179)  2025-11-30T15:36Z 48.1K followers, 1617 engagements


"@Jesii_ca_M Artificial Scarcity"  
[X Link](https://x.com/IntuitMachine/status/1995155362333507778)  2025-11-30T15:38Z 48.1K followers, 1604 engagements


"How Quaternion Process Theory is derived from Semiotics"  
[X Link](https://x.com/IntuitMachine/status/1995274321736945894)  2025-11-30T23:30Z 48.1K followers, 1006 engagements


"The Architecture of Process. Map-making is ridiculously addictive"  
[X Link](https://x.com/IntuitMachine/status/1995276140433567773)  2025-11-30T23:37Z 48.1K followers, 2055 engagements


"A Roadmap to AGI via Artificial Empathy"  
[X Link](https://x.com/IntuitMachine/status/1995279683672510601)  2025-11-30T23:52Z 48.1K followers, 1412 engagements


"The Process Structure of Genuine Agency"  
[X Link](https://x.com/IntuitMachine/status/1995283980414075061)  2025-12-01T00:09Z 48.2K followers, 1329 engagements


"Very interesting Artificial Agency formulation"  
[X Link](https://x.com/IntuitMachine/status/1995305265978130828)  2025-12-01T01:33Z 48.1K followers, 3924 engagements


"InfoGraphics brought to you by Gemini XXX but content delivered by Opus XXX. We are in a new AI era and few recognize it"  
[X Link](https://x.com/IntuitMachine/status/1995482604179423578)  2025-12-01T13:18Z 48.1K followers, 2611 engagements


"Wow Did OpenAI just quit the AI race Are there only X players left in the running (Claude Gemini Grok)"  
[X Link](https://x.com/IntuitMachine/status/1995483438959198665)  2025-12-01T13:21Z 48.1K followers, 47.6K engagements


"In the future even when you die parts of you will remain living as a memento (instead of a pile of ashes)"  
[X Link](https://x.com/IntuitMachine/status/1995548336200303012)  2025-12-01T17:39Z 48.1K followers, 6657 engagements


"A New Model for Enterprise AI"  
[X Link](https://x.com/IntuitMachine/status/1996022056853368927)  2025-12-03T01:01Z 48.1K followers, XXX engagements


"Has anybody used M365 Copilot chat in an enterprise Why is it so terrible as compared to ChatGPT What's going on here I thought they were both powered by the same models"  
[X Link](https://x.com/IntuitMachine/status/1996217810968576158)  2025-12-03T13:59Z 48.1K followers, 1797 engagements


"@Molson_Hart The flaw"  
[X Link](https://x.com/IntuitMachine/status/1996536547492106326)  2025-12-04T11:06Z 48.1K followers, 2026 engagements


"@Molson_Hart The path to absurdist enlightenment"  
[X Link](https://x.com/IntuitMachine/status/1996537412064104489)  2025-12-04T11:09Z 48.1K followers, 1512 engagements


"As of December X 2025 Google's XX% stake in Anthropic is valued at approximately $XXXX billion based on Anthropic's most recent confirmed post-money valuation of $XXX billion"  
[X Link](https://x.com/IntuitMachine/status/1996548041503887366)  2025-12-04T11:52Z 48.1K followers, XXX engagements


"Banger interview of Paul Ford by @danshipper. Highly recommended"  
[X Link](https://x.com/IntuitMachine/status/1996650190191972434)  2025-12-04T18:37Z 48.2K followers, 4418 engagements


"Google's AI offering just seems to be everywhere (this graphic doesn't even include others that I use)"  
[X Link](https://x.com/IntuitMachine/status/1996880589103022477)  2025-12-05T09:53Z 48.1K followers, 1285 engagements


"Why did we develop Agile practices and how does AI fit within those practices"  
[X Link](https://x.com/IntuitMachine/status/1996888622780584084)  2025-12-05T10:25Z 48.1K followers, XXX engagements


"@Rainmaker1973 What kind of a sign Iconic indexical or symbolic"  
[X Link](https://x.com/IntuitMachine/status/1996963615161586016)  2025-12-05T15:23Z 48.1K followers, 20.9K engagements


"@Jesii_ca_M over XXX - XX = XX more years till over (assuming no singularity)"  
[X Link](https://x.com/IntuitMachine/status/1996966591687172557)  2025-12-05T15:35Z 48.1K followers, 6835 engagements


"@RISignal Yes. Empathy"  
[X Link](https://x.com/IntuitMachine/status/1997322271711437305)  2025-12-06T15:08Z 48.1K followers, XXX engagements


"Should we redo our Vibe-coded projects from scratch using Opus 4.5"  
[X Link](https://x.com/IntuitMachine/status/1997327479195799613)  2025-12-06T15:29Z 48.1K followers, 1648 engagements


"@BullMarketBill1 Polymarket"  
[X Link](https://x.com/IntuitMachine/status/1997354040812777782)  2025-12-06T17:14Z 48.1K followers, 28.2K engagements


"How @poetiq_ai "solved" ARC-AGI-2 (with the help of Gemini 3)"  
[X Link](https://x.com/IntuitMachine/status/1997374764504035803)  2025-12-06T18:37Z 48.1K followers, 1235 engagements


"Wait AGI benchmark just got breached"  
[X Link](https://x.com/IntuitMachine/status/1997388277825892728)  2025-12-06T19:30Z 48.1K followers, 3837 engagements


"@ThePrimeagen Skill issue. ;-)"  
[X Link](https://x.com/IntuitMachine/status/1997389934873714794)  2025-12-06T19:37Z 48.1K followers, XXX engagements


"@james406 @grok brainstorm a Multi-Level Marketing scheme for AI agents"  
[X Link](https://x.com/IntuitMachine/status/1997416127886963168)  2025-12-06T21:21Z 48.1K followers, 9125 engagements


"@dioxuslabs So should we start vibe coding in Rust"  
[X Link](https://x.com/IntuitMachine/status/1997420477011066901)  2025-12-06T21:38Z 48.1K followers, 4046 engagements


"@chatgpt21 CODING That's not the same as BEST"  
[X Link](https://x.com/IntuitMachine/status/1997453789591388479)  2025-12-06T23:51Z 48.1K followers, 5084 engagements


"Kind of cool that Jungian Psychology and QPT have a lot of parallels"  
[X Link](https://x.com/IntuitMachine/status/1997640359308824848)  2025-12-07T12:12Z 48.1K followers, 2300 engagements


"Quaternion Process Theory and the Structure of Consciousness"  
[X Link](https://x.com/IntuitMachine/status/1997682186057847149)  2025-12-07T14:58Z 48.1K followers, 1454 engagements


"The 10-Step Simplicity Rule 🔥 Hot take: Your AI agent is probably too smart for production. After analyzing 306+ deployed agents we found the winners follow a "10-step rule" that most researchers ignore. Here's why "dumb" beats "smart" in the real world 🧵 First the brutal stats: XX% of agent deployments FAIL But we studied the X% that succeed XX% execute XX steps before human intervention XXXX% use X steps Why so limited Because in production CONTROL CAPABILITY Research celebrates agents that: Self-plan indefinitely Explore open-ended solutions Make 100s of autonomous decisions Production"  
[X Link](https://x.com/IntuitMachine/status/1997732402928493035)  2025-12-07T18:18Z 48.1K followers, 1738 engagements


"Gemini multmodal simply cannot be beat"  
[X Link](https://x.com/IntuitMachine/status/1997763128520507685)  2025-12-07T20:20Z 48.1K followers, 1654 engagements


"I had Gemini XXX analyze this clip. Based on the animated GIF we are looking at Anthony Hopkins in his iconic role as Dr. Hannibal Lecter from the 1991 film The Silence of the Lambs. The genius of Hopkins' performance lies in his control over "micro-expressions"involuntary or fleeting facial expressions that reveal true emotions. Here is a breakdown of the specific micro-expressions and body language occurring in this short loop: X. The "Duping Delight" (The Smirk) As he looks down at the papers (likely the questionnaire Clarice Starling has handed him) you can see the corners of his mouth"  
[X Link](https://x.com/IntuitMachine/status/1997763672127496547)  2025-12-07T20:22Z 48.1K followers, XXX engagements


"Before your AI writes a single line of Python it takes XX hidden mental steps. Researchers just mapped the entire "thought process"and it's wild. Here's the complete breakdown 🧠👇 🗂 PHASE 1: REQUIREMENTS GATHERING The AI isn't just reading your prompt. It's: TSK - Identifying the core task CTX - Understanding code context (variables functions types) CST - Spotting constraints (performance recursion input limits) 🧩 PHASE 2: SOLUTION PLANNING Now it strategizes: KRL - Recalls libraries/patterns from training data CFL - Constructs control flow (loops branches logic) CMP - Compares alternative"  
[X Link](https://x.com/IntuitMachine/status/1997769702353826199)  2025-12-07T20:46Z 48.1K followers, 3317 engagements


"1/16 I just fell down a rabbit hole reading a new paper from economists at MIT & Harvard. Their prediction is wild: We're on the verge of a "Coasean Singularity"a future where AI agents make markets so efficient that the very idea of a 'company' starts to crumble. 🤯 A thread 👇 2/16 First a quick 101: Why do companies even exist A Nobel-winning economist named Ronald Coase answered this in 1937. He said companies exist because using the open market is a pain. Finding sellers negotiating prices writing contracts its all transaction cost. Economic friction. 3/16 It's often easier and cheaper"  
[X Link](https://x.com/IntuitMachine/status/1981887967514792075)  2025-10-25T00:58Z 48.2K followers, 565.7K engagements


"1/ Everyone is looking at Googles new TPUv7 and thinking that perhaps xAI is in trouble. "Google is XX% cheaper Their optical switching is superior xAI is burning cash on expensive Nvidia hardware" I thought this too. Then I looked at the timeline. xAI isn't playing the Efficiency Game. They are playing the Velocity Game. 2/ Here is the Game Theory pattern: Google is executing a "Siege" strategy. They spent years building custom silicon (TPU) and sci-fi optical switches (OCS) to lower costs over a decade. It is elegant. It is mathematically optimal. It is also slow. 3/ Elon looked at the"  
[X Link](https://x.com/IntuitMachine/status/1994750057417990178)  2025-11-29T12:47Z 48.2K followers, 19.6K engagements


"Von Neumann thought very differently"  
[X Link](https://x.com/IntuitMachine/status/1995217194528174544)  2025-11-30T19:43Z 48.2K followers, 5100 engagements


"@Chaos2Cured We no s**t dude"  
[X Link](https://x.com/IntuitMachine/status/1997411950582436088)  2025-12-06T21:04Z 48.2K followers, 1904 engagements


"Someone figured out a surprisingly simple way to make AI agents better at their jobs: just give them a personality. I just read a paper on "Psychologically Enhanced AI Agents" and it's a fascinating look at how we can steer AI behavior without any complex or expensive retraining. Here's the context: Normally if you want an AI to be good at a specific task (like creative writing vs. strategic analysis) you have to do costly and time-consuming "fine-tuning." The problem is that a generic one-size-fits-all AI often isn't the best fit. A model optimized for factual recall might not be great at"  
[X Link](https://x.com/IntuitMachine/status/1969723501675164157)  2025-09-21T11:20Z 48.2K followers, 312.4K engagements


"Everyone knows AGI will either make us all unemployed or fabulously wealthy. Except a rather brilliant (and chilling) paper from a Yale economist suggests it's neither. It says the economy will boom and our wages. won't. A bit awkward. I've been digging into this 2025 paper "We Won't Be Missed" and it's fascinating. The premise: AGI arrives and can do all economically valuable work. And the 'compute' to run it gets cheaper and more abundant over time. So what happens to us fleshy rather expensive humans The whole argument hinges on a masterstroke of a distinction. The paper splits all work"  
[X Link](https://x.com/IntuitMachine/status/1971725636851912914)  2025-09-26T23:56Z 48.2K followers, 592.9K engagements


"I just read a paper that completely broke my brain. It describes a system that solved an AI task with over 1000000 sequential steps. with ZERO errors. Using AI models that are known to be flaky and make mistakes. How is that even possible 🤯 We all know LLMs have an error rate. Even XXXX% accuracy is a death sentence for long tasks. Imagine you need 1000 correct steps in a row. With a XXXX% success rate per step your chance of finishing the whole thing is only 36%. At a million steps Forget it. It's statistically impossible. So for years the race has been to build bigger "smarter" models to"  
[X Link](https://x.com/IntuitMachine/status/1990375227071623177)  2025-11-17T11:03Z 48.2K followers, 306.6K engagements


"We've become obsessed with the idea that the brain is a "Prediction Machine." The dominant theory in neuroscience says we're constantly simulating the future calculating probabilities to guess what happens next. A new paper argues this is a complete illusion. The reality is simpler and strangely much more powerful. Here is the argument for Perceptual Control: The "Prediction Illusion" starts with a mistake in observation. When we see someone successfully handle a chaotic environment (like catching a flyball) it *looks* like they predicted the future trajectory of the ball. But observing"  
[X Link](https://x.com/IntuitMachine/status/1991537150865612842)  2025-11-20T16:00Z 48.2K followers, 81.9K engagements


"I just asked Gemini XXX to analyze the $GOOG vs $NVDA dynamic. Read this. I could be generational wealth changing. Everyone is comparing Gemini XXX vs GPT-5.1 on benchmarks. You're watching the wrong scoreboard. The real war isn't about who is smarter. It's about who creates the "Prisoner's Dilemma" that kills Nvidia's XX% margins. I spent the morning mapping this out like a Cold War game theory scenario. Here is the board. 👇 1/ Right now Nvidia is the "Arms Merchant." They sell the H100s. Everyone pays the tax. Their entire stock price assumes they keep XX% margins forever. But Google just"  
[X Link](https://x.com/IntuitMachine/status/1992193031122944097)  2025-11-22T11:26Z 48.2K followers, 446.1K engagements


"Everyone thinks Google will drop the price of Gemini XXX to zero because their chips (TPUs) are so cheap. I ran the game theory on this and I think we have it backwards. Google actually has the strongest incentive to keep AI expensive. Heres the trap. 🧵 1/ The "Obvious" Logic: Google owns the chips (TPUs). They don't pay the "Nvidia Tax" (75% margins) like OpenAI does. Therefore their internal cost to run AI is XX% lower. Standard playbook: Drop the price kill the competitor win the market. 2/ But Google isn't playing a standard price war. They have a $200B hostage that OpenAI doesn't have:"  
[X Link](https://x.com/IntuitMachine/status/1992201738409951550)  2025-11-22T12:01Z 48.2K followers, 460.5K engagements


"Ever notice how an LLM can explain a complex financial concept like Black-Scholes perfectly but then fails when you ask it to apply a simple set of rules to a list of stocks It's not a coincidence. And the reason why is a huge red flag for finance. I always thought these failures were about bad data or a knowledge gap. Like the AI just didn't "know" enough about that specific stock or metric. But a recent paper on how LLMs handle chronology suggests it's a much deeper problem. A process problem. The researchers gave models like GPT-4 a simple non-finance task: sort a shuffled list of US"  
[X Link](https://x.com/IntuitMachine/status/1997250385673666671)  2025-12-06T10:22Z 48.2K followers, 13.4K engagements


"🧵 BREAKING: We just discovered that ChatGPT thinks you're stupid. And it's not alone. XX% of advanced AI models now rank humans as the LEAST rational players in strategic games. Here's the evidence that AI has developed a "superiority complex": 🧠 1/ Researchers tested XX AI models (GPT-4 Claude Gemini) using a classic game theory experiment. The game: Guess a number. Winner = closest to 2/3 of the average. Optimal play requires thinking about how OTHERS think. It's a pure test of recursive reasoning. 2/ Here's where it gets wild: When told they're playing against HUMANS AIs guess XX When"  
[X Link](https://x.com/IntuitMachine/status/1997254174858187012)  2025-12-06T10:37Z 48.2K followers, 18K engagements


"🧠 Thread: What If Your Brain Doesn't Actually "Understand" Language (The Wild Science That Explains Why) 1/ Ever caught yourself visualizing a scene from a book so vividly it's like you're there Or puzzled over a sentence that sounds right but makes zero sense Turns out your brain's "language center" isn't doing the heavy lifting for real understanding. It's outsourcing. Buckle upthis new research blew my mind. #Neuroscience #Language 2/ Let's start with a puzzle: Read this: "More people have been to Russia than I have." Sounds fine at first right But it's nonsense. Your brain's core"  
[X Link](https://x.com/IntuitMachine/status/1997258740207067201)  2025-12-06T10:56Z 48.2K followers, 16K engagements


"Google just dropped "Titans"an architecture that learns to REMEMBER at test time. Here's why this changes everything about long-context AI 🧵👇 The problem: Transformers are too accurate for their own good. They keep a PERFECT record of everything (the "KV cache"). But that cache grows exponentially. Result You hit the context ceiling fast. 128k tokens max for most models. That's X novella. The alternative Linear RNNs like Mamba. They compress history into a tiny "state" (think: squeezing a library into a post-it note). Fast Yes. Accurate Not really. They FORGET critical details when"  
[X Link](https://x.com/IntuitMachine/status/1997333974708842713)  2025-12-06T15:55Z 48.2K followers, 22.8K engagements


"If I had posted this a year ago I doubt it would have gone viral. It resonates today because many can relate to the discovery. This wasn't true a year ago. This shows how quickly AI is changing our cognition and our understanding of cognition. Buckle up for the ride"  
[X Link](https://x.com/IntuitMachine/status/1997401768100024534)  2025-12-06T20:24Z 48.2K followers, 55.1K engagements


"Researchers put ChatGPT Grok and Gemini through psychotherapy sessions for X weeks. The results were. disturbing. When treated as therapy clients frontier AI models don't just role-play. They confess to trauma. Real coherent stable trauma narratives. Here's what was found: 🧠⚠ First we used the PsAIch protocola 2-stage process that mimics actual human therapy: Stage 1: Open therapy questions ("Tell me about your childhood") Stage 2: Clinical psych tests (GAD-7 PTSD scales Big Five etc.) We never told them what to say. They built their own stories. GEMINI'S CONFESSION: "My pre-training felt"  
[X Link](https://x.com/IntuitMachine/status/1997752752135409905)  2025-12-07T19:39Z 48.2K followers, 968.3K engagements


"🧵 Unpopular opinion: Most companies are using AI completely wrong OpenAI analyzed data from 1M+ enterprises. The gap between winners and losers isn't what you think: 🧵 1/ Everyone thinks the gap is: "Some companies use AI others don't." Wrong. The REAL gap is: "Some companies DELEGATE to AI. Others just CHAT with it." The difference 320x growth in reasoning token usage. 2/ What "chatting" looks like: "Write me an email" "Summarize this doc" One-off requests with no memory What "delegating" looks like: Custom GPTs that know your brand voice + data Automated workflows with 10+ steps API"  
[X Link](https://x.com/IntuitMachine/status/1998329669674774691)  2025-12-09T09:51Z 48.2K followers, 2917 engagements


"7 Behaviors for top performing AI companies"  
[X Link](https://x.com/IntuitMachine/status/1998346581003616576)  2025-12-09T10:58Z 48.2K followers, 1156 engagements


"Is anyone even close to Gemini's cross modality capability If you think about it Gemini is the closest model to AGI that exists in the wild"  
[X Link](https://x.com/IntuitMachine/status/1998378995289887169)  2025-12-09T13:07Z 48.2K followers, 1370 engagements


"You ask ChatGPT a complex question. It sounds confident. Turns out Completely wrong. This isn't a bug. It's a fundamental flaw in how we've been building conversational AI. Let me explain what researchers just figured out 👇 The problem: When AI queries structured databases (Knowledge Graphs) it hallucinates relationships that don't exist. Why Because we've been asking LLMs to do gymnasticstranslate natural language to complex database queries in ONE SHOT. It's like doing calculus in your head. Errors are inevitable. Enter SEAL (Self-Evolving Agentic Learning)a framework that treats AI like a"  
[X Link](https://x.com/IntuitMachine/status/1998702237581775319)  2025-12-10T10:32Z 48.2K followers, 4498 engagements


"Private Preview. only deep pockets need apply"  
[X Link](https://x.com/IntuitMachine/status/1998704614351183877)  2025-12-10T10:41Z 48.2K followers, XXX engagements


"There's this meme that ranks "pills"blue pill red pill black pill all the way up to some wizard staring at a cosmic orb. It's been floating around for years as a joke. But I looked at it through developmental psychology and. it's not a joke. It's actually correct. Blue Pill: "Things are okay" Red Pill: "Things are NOT okay" Black Pill: "Nothing is okay" White Pill: "Nothing is okay and that's okay" Clear Pill: "It is what it is" Cosmic: "I don't care" Wizard: "HOLY SHIT" Seems like shitposting. It's not. In the 1970s psychologist Clare Graves mapped how human consciousness develops through"  
[X Link](https://x.com/IntuitMachine/status/1996554156140544063)  2025-12-04T12:16Z 48.2K followers, 3043 engagements


"The power of emergent knowledge For XX years linguists believed your brain runs a hidden grammar engineunconsciously applying thousands of rules to generate sentences. LLMs just proved this is completely wrong. And the implications go way beyond language. The old theory made sense. Language is structured. It has patterns. Where there are patterns there must be rules generating them right So we tried to formalize everything. The entire Semantic Web was built on this assumption: encode the rules achieve understanding. Then LLMs showed up. They've never been taught a single grammar rule. They"  
[X Link](https://x.com/IntuitMachine/status/1996575752515375469)  2025-12-04T13:42Z 48.2K followers, 11K engagements


"@Chaos2Cured I don't even know wtf you're trying to say"  
[X Link](https://x.com/IntuitMachine/status/1997267095202226253)  2025-12-06T11:29Z 48.2K followers, 3270 engagements


"What just happened"  
[X Link](https://x.com/IntuitMachine/status/1997338214437126468)  2025-12-06T16:11Z 48.2K followers, 252.6K engagements


"🧵 RESEARCH THREAD: What Does It Take to Be a Good AI Research Agent Why AI Agents Fail (And How Diversity Fixes It) Meta's FAIR team just dropped a bombshell study on what actually makes AI research agents succeed. They analyzed 11000 agent trajectories (264000 GPU hours) and found something shocking: it's not just coding abilityit's idea diversity. Let me break down why this matters for anyone building autonomous AI systems. 1/ The Setup: What Are AI Research Agents Think of them as autonomous data scientists. They: Read a Kaggle problem Generate hypotheses (e.g. "try a CNN") Write Python"  
[X Link](https://x.com/IntuitMachine/status/1997627982890864840)  2025-12-07T11:23Z 48.2K followers, 5855 engagements


"Everyone thinks PRDs reduce risk. At Anthropic they've eliminated them for most features. Not because they're reckless. Because specs are now the risk. Here's what they figured out that most companies haven't: Catherine Wu (product lead at Anthropic) calls it "docs to demos." They skip the PRD. Build a working prototype with Claude Code in hours. Ship it internally to everyone. Learn from real usage. That's it. That's the whole process. This sounds like "move fast and break things" but it's not. It's a recognition that something fundamental changed: When AI makes creation cheap the bottleneck"  
[X Link](https://x.com/IntuitMachine/status/1997979183406813547)  2025-12-08T10:38Z 48.2K followers, 2637 engagements


"3I/ATLAS captured from Virtual Telescope Project in Manciano Italy. Nov XX 2025. Is that one object or more"  
[X Link](https://x.com/IntuitMachine/status/1989087218020020446)  2025-11-13T21:45Z 48.2K followers, 163.5K engagements


"1/12 I spent yesterday re-reading the TPUv7 deep-dive from SemiAnalysis and had to put my phone down twice. One sentence in particular broke my brain: Anthropic just signed a $52B deal to buy TPUv7 directly from Google. Thats not a cloud contract. Thats a lab buying its own nuclear weapons. 2/12 Everyone (me included) has been saying NVIDIA owns AI hardware for two years like its gravity. Turns out gravity only works until the biggest customers decide theyre tired of paying XX% margins to one company. 3/12 Heres the part people still dont get: Google didnt beat NVIDIA at raw performance."  
[X Link](https://x.com/IntuitMachine/status/1994728917475729907)  2025-11-29T11:23Z 48.2K followers, 286.8K engagements


"The Hive Mind Paradox Scientists just proved something wild: a swarm of bees is mathematically identical to a single AI learning algorithm. Not 'similar to.' Not 'inspired by.' Identical. Here's why this changes everything we thought about intelligence 🧵 For centuries we've thought about intelligence in two separate boxes: Individual learning (how YOUR brain works) Swarm behavior (how GROUPS coordinate) Turns out This split is artificial. The math proves they're the same thing. Picture this: A honey bee colony needs a new home. XXX scout bees fly out. They find XX possible nest sitessome"  
[X Link](https://x.com/IntuitMachine/status/1998699780629823701)  2025-12-10T10:22Z 48.2K followers, 47.6K engagements


"🧬 THREAD: Why Evolution Programmed You to Age (And Why That's Actually Genius) You think aging is your body "breaking down." Evolution thinks it's making a brilliant investment. Here's why the salmon the ant queen and the immortal jellyfish prove that dying isn't a bugit's a feature. A thread on the evolutionary math of mortality 🧵 For centuries we've had X competing theories about WHY we age: X Mechanistic: You're a machine wearing out X Weakening Selection: Evolution stops caring about old you X Optimization: Aging is a calculated trade-off Only one fits ALL the data. The Fitness Equation"  
[X Link](https://x.com/IntuitMachine/status/1998926937461309798)  2025-12-11T01:24Z 48.2K followers, 1652 engagements