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# ![@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, open ai 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 +265%
- X Month XXXXXXXXX +289%
- X Months XXXXXXXXXX +32%
- X Year XXXXXXXXXX -XXXX%

### 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 Week XXX -XX%
- X Month XXX +53%
- 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 +4.10%
- X Month XXXXXX +11%
- X Months XXXXXX +30%
- X Year XXXXXX +41%

### 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% [vc firms](/list/vc-firms)  #31 [travel destinations](/list/travel-destinations)  XXXX% [automotive brands](/list/automotive-brands)  XXXX%

**Social topic influence**
[ai](/topic/ai) #3957, [theory](/topic/theory) #505, [$googl](/topic/$googl) #2824, [open ai](/topic/open-ai) #742, [llm](/topic/llm) #18, [the first](/topic/the-first) 2.33%, [anthropic](/topic/anthropic) #52, [secret](/topic/secret) 1.74%, [agi](/topic/agi) #17, [future](/topic/future) XXXX%

**Top accounts mentioned or mentioned by**
[@grok](/creator/undefined) [@chaos2cured](/creator/undefined) [@elonmusk](/creator/undefined) [@alphapromega](/creator/undefined) [@viktorobert](/creator/undefined) [@katsuerte](/creator/undefined) [@thechaosledger](/creator/undefined) [@dwarkeshsp](/creator/undefined) [@benitoz](/creator/undefined) [@jesiicam](/creator/undefined) [@yanngabioud](/creator/undefined) [@molsonhart](/creator/undefined) [@paulanleitner](/creator/undefined) [@danshipper](/creator/undefined) [@bullmarketbill1](/creator/undefined) [@thewhiteboxai](/creator/undefined) [@acousticprotest](/creator/undefined) [@viumobile](/creator/undefined) [@sensenopedout](/creator/undefined) [@dysmemic](/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

"Seems to hint at this:"  
[X Link](https://x.com/IntuitMachine/status/1997801692268810407)  2025-12-07T22:53Z 48.5K followers, 35.5K engagements


"@grok can you validate this based on the literature presented above"  
[X Link](https://x.com/IntuitMachine/status/1997765581378863563)  2025-12-07T20:30Z 48.5K followers, 1580 engagements


"Perhaps the first independent (and open source) implementation of my Quaternion Process Theory ideas"  
[X Link](https://x.com/IntuitMachine/status/1999016326699040797)  2025-12-11T07:20Z 48.5K followers, 1397 engagements


"Engineering Abundance with AI"  
[X Link](https://x.com/IntuitMachine/status/1999074943691366808)  2025-12-11T11:13Z 48.5K followers, 1237 engagements


"AI separates signal from noise in markets"  
[X Link](https://x.com/IntuitMachine/status/1999431836842492169)  2025-12-12T10:51Z 48.5K followers, XXX engagements


"1/n An Ontology for Agentic AI Agentic AI systems are ones that can perceive their environment and take actions to achieve their goals. They act independently without direct human control continuously interacting with their surroundings over time. The concept of Agentic AI has been a major new trend emerging from the success of Generative AI. One of the key properties that distinguishes Agentic AI is its ability to make its own decisions about what actions to take. It is not simply executing a fixed set of rules or instructions provided by a human programmer. Instead Agentic AI analyzes its"  
[X Link](https://x.com/IntuitMachine/status/1775837316570898939)  2024-04-04T10:46Z 48.4K followers, 67.7K 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 48.4K followers, 460.5K engagements


"The above was a good take. Here's another presentation but same conclusion (different "rendering" engine) 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: Nvidia is the King. They have the fastest chips (Blackwell) the software moat (CUDA) and the XX% gross margins. Everyone else is just fighting for second"  
[X Link](https://x.com/IntuitMachine/status/1994742307547922601)  2025-11-29T12:16Z 48.2K followers, 7026 engagements


"Think Like John Von Neumann"  
[X Link](https://x.com/IntuitMachine/status/1994923750425596278)  2025-11-30T00:17Z 48.3K followers, 1977 engagements


"@benitoz Didn't happen"  
[X Link](https://x.com/IntuitMachine/status/1994924457056432424)  2025-11-30T00:20Z 48.3K followers, 3011 engagements


"@Sensei0701 @benitoz xAI's High-Stakes Gamble"  
[X Link](https://x.com/IntuitMachine/status/1994924972700209522)  2025-11-30T00:22Z 48.3K followers, 3916 engagements


"@DrFrankTurek Artificial scarcity (it's all made up to control people)"  
[X Link](https://x.com/IntuitMachine/status/1995126283156537355)  2025-11-30T13:42Z 48.2K followers, XX engagements


"Scarcity ain't real it's made up so there's something to fuel the engine"  
[X Link](https://x.com/IntuitMachine/status/1995135191610687718)  2025-11-30T14:17Z 48.2K followers, XXX engagements


"The solution isn't financialization but designs for abundance"  
[X Link](https://x.com/IntuitMachine/status/1995136765980717322)  2025-11-30T14:24Z 48.3K followers, XXX engagements


"Von Neumann thought very differently"  
[X Link](https://x.com/IntuitMachine/status/1995217194528174544)  2025-11-30T19:43Z 48.4K followers, 5112 engagements


"Very interesting Artificial Agency formulation"  
[X Link](https://x.com/IntuitMachine/status/1995305265978130828)  2025-12-01T01:33Z 48.4K followers, 3927 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 48.3K followers, 1993 engagements


"Not good at all"  
[X Link](https://x.com/IntuitMachine/status/1996208188228808726)  2025-12-03T13:21Z 48.3K followers, 13K engagements


"@Molson_Hart The flaw"  
[X Link](https://x.com/IntuitMachine/status/1996536547492106326)  2025-12-04T11:06Z 48.4K followers, 2038 engagements


"The path of absurdist enlightenment"  
[X Link](https://x.com/IntuitMachine/status/1996540086377456107)  2025-12-04T11:20Z 48.3K followers, XXX engagements


"A spiral dynamics critique"  
[X Link](https://x.com/IntuitMachine/status/1996543073225167247)  2025-12-04T11:32Z 48.3K followers, XXX 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 48.4K followers, 11K engagements


"@PaulAnleitner Are the box office numbers adjusted for inflation"  
[X Link](https://x.com/IntuitMachine/status/1996606492108075265)  2025-12-04T15:44Z 48.3K followers, 4211 engagements


"Banger interview of Paul Ford by @danshipper. Highly recommended"  
[X Link](https://x.com/IntuitMachine/status/1996650190191972434)  2025-12-04T18:37Z 48.4K followers, 4449 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 48.3K followers, 2524 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 48.2K followers, 1211 engagements


"Answer with iconic indexical and symbolic signs (i.e. X kinds)"  
[X Link](https://x.com/IntuitMachine/status/1996964140171091975)  2025-12-05T15:25Z 48.4K followers, 1239 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 48.4K followers, 6842 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 48.4K followers, 18.1K 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 48.4K followers, 3287 engagements


"@RISignal Yes. Empathy"  
[X Link](https://x.com/IntuitMachine/status/1997322271711437305)  2025-12-06T15:08Z 48.4K 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 48.4K followers, 1654 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 48.4K followers, 22.8K engagements


"@BullMarketBill1 Polymarket"  
[X Link](https://x.com/IntuitMachine/status/1997354040812777782)  2025-12-06T17:14Z 48.2K followers, 28.3K 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 48.4K followers, 2336 engagements


"Wait AGI benchmark just got breached"  
[X Link](https://x.com/IntuitMachine/status/1997388277825892728)  2025-12-06T19:30Z 48.4K followers, 3851 engagements


"@ThePrimeagen Skill issue. ;-)"  
[X Link](https://x.com/IntuitMachine/status/1997389934873714794)  2025-12-06T19:37Z 48.3K followers, XXX 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 48.3K followers, 55.1K engagements


"@Chaos2Cured We no s**t dude"  
[X Link](https://x.com/IntuitMachine/status/1997411950582436088)  2025-12-06T21:04Z 48.2K followers, 1907 engagements


"@james406 @grok brainstorm a Multi-Level Marketing scheme for AI agents"  
[X Link](https://x.com/IntuitMachine/status/1997416127886963168)  2025-12-06T21:21Z 48.4K followers, 9145 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 48.3K followers, 5857 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 48.4K followers, 2311 engagements


"Gemini multmodal simply cannot be beat"  
[X Link](https://x.com/IntuitMachine/status/1997763128520507685)  2025-12-07T20:20Z 48.2K followers, 1668 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 48.2K followers, 1006 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 48.3K followers, 3344 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


"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 48.3K followers, 1158 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 48.4K followers, 2974 engagements


"7 Behaviors for top performing AI companies"  
[X Link](https://x.com/IntuitMachine/status/1998346581003616576)  2025-12-09T10:58Z 48.3K followers, 1176 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 48.4K followers, 1431 engagements


"@8teAPi It's 2025 and they have yet to wake up. I doubt it"  
[X Link](https://x.com/IntuitMachine/status/1998401165533249827)  2025-12-09T14:35Z 48.4K followers, 9583 engagements


"Private Preview. only deep pockets need apply"  
[X Link](https://x.com/IntuitMachine/status/1998704614351183877)  2025-12-10T10:41Z 48.4K followers, XXX engagements


"@AlphaProMega @grok Wow nice Thanks for developing something from my Quaternion Process Theory ideas"  
[X Link](https://x.com/IntuitMachine/status/1999010302180950210)  2025-12-11T06:56Z 48.4K followers, XX 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 48.5K followers, 565.9K 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 48.5K followers, 164.3K 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 48.5K followers, 82.1K 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 48.5K followers, 446.4K 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 48.5K followers, 287K 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 48.5K followers, 341.8K 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 48.5K followers, 13.7K engagements


"Poetiq's solution to ARC-AGI-2"  
[X Link](https://x.com/IntuitMachine/status/1997382243480658404)  2025-12-06T19:06Z 48.5K followers, 5830 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 48.5K followers, 975.1K 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 48.5K followers, 6552 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 48.5K followers, 3886 engagements


"Rebuttal . Why do we assume the future will be decided by a calculator Were told that if AI becomes cheaper than human labor wages must collapse. Its "basic economics" right Wrong. Heres why economic logic is actually the weakest force in the room. 🧵 Lets look at a brutal economic truth: The most "efficient" wage for a low-skill job is whatever the desperate market will bear. Maybe $1/hour. But try paying that in New York or London. You cant. Why Because society stepped in and said "No." Think about it. If pure economic logic were sovereign child labor would still be common (its cheap)."  
[X Link](https://x.com/IntuitMachine/status/1999086663625064628)  2025-12-11T11:59Z 48.5K followers, 4436 engagements


"Everyone "knows" that conspiracy theorists are just misinformed or uneducated. But a massive review of the psychological literature suggests weve got it wrong. Its not about IQ. Its about Ego. Here is the science of why Narcissists can't resist a conspiracy theory. 🧵 Research consistently shows that the "Big Five" personality traits (like openness or conscientiousness) are actually weak predictors of conspiracy beliefs. But there is one trait that predicts it reliably: Narcissism. Specifically a conviction of superiority and entitlement. But why Why does thinking you're better than everyone"  
[X Link](https://x.com/IntuitMachine/status/1999295739415957820)  2025-12-12T01:50Z 48.5K followers, 23K engagements


"In the AI era friction proves you care about being human. Everyone is rushing to automate their work. New economic research suggests this might be a massive strategic error. When AI drives the cost of "efficiency" to zero the value of "inefficiency" skyrockets. Here is why doing things the "hard way" is about to become your biggest competitive advantage. 🧵 Lets look at the NBER paper on AI "Congestion" through a different lens. Basic Economics: When the supply of something goes to infinity (like AI-generated emails code or art) its market value drops to near zero. "Perfect" is becoming a"  
[X Link](https://x.com/IntuitMachine/status/1999415170703958338)  2025-12-12T09:44Z 48.5K followers, 2279 engagements


"Everyone "thinks" that OpenAI owns the enterprise. And everyone "knows" the AI bubble is about to burst. I just read Menlo Ventures' 2025 State of AI report and Im about to ruin those "facts" for you. The reality is way more interesting (and expensive). 🧵 First lets talk about the "Bubble." Usually when hype peaks real usage crashes. But AI is doing the opposite. Enterprise spend jumped from $1.7B to $37B in two years. Thats a 3.2x YoY increase. This isn't a bubble. It's the fastest software adoption in history. But here is the shocker: OpenAI is bleeding market share. 📉 In 2023 they held"  
[X Link](https://x.com/IntuitMachine/status/1999559681799295309)  2025-12-12T19:19Z 48.5K followers, 2166 engagements


"The "Death of the Software Engineer" has been greatly exaggerated. Actually the Menlo Ventures 2025 report proves the exact opposite is happening. We aren't witnessing the end of developers. We are witnessing the birth of the "10x Architect." 🧵 Let's look at the money. 💰 Coding is the #1 use case for enterprise AI commanding $X BILLION in spend. If the goal was just to replace humans with cheap bots spend would be flat. Instead it's exploding. Why Because companies aren't firing devs. They are arming them. The report shows that developers are the "Power Users" of the AI revolution. They are"  
[X Link](https://x.com/IntuitMachine/status/1999568291514224838)  2025-12-12T19:53Z 48.5K followers, XXX engagements


"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 48.5K followers, 87.8K 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 48.5K followers, 312.5K engagements


"1/ Everyone's debating whether AI will take our jobs. But we're missing the bigger story: AI is about to solve the problem that made us choose between markets and planning in the first place. Thread on the coordination revolution no one's talking about 🧵 2/ Here's the paradox that should keep you up at night: We can build enough housing for everyone. We have the construction capacity. Yet homelessness persists. Why Not scarcity of resources. Scarcity of coordination. 3/ In 1945 economist Friedrich Hayek wrote "The Use of Knowledge in Society." His core insight: No central planner can"  
[X Link](https://x.com/IntuitMachine/status/1981832241866244306)  2025-10-24T21:16Z 48.5K followers, 36.6K engagements


"Everyone is treating the Meta-Google TPU deal like its just Meta hedging Nvidia. I thought the same thing for about five minutes. Then I realized I had the arrow completely backwards. Meta isnt hedging Nvidia. Google is using Meta (and Apple) to hedge TSMC. Heres the part nobody is saying out loud: Chip factories dont run on hope. TSMC needs hard multi-year take-or-pay commitments before theyll spin up a new X nm line. A startup with a cool design cant give them that. Google just handed them a $XX B+ contract signed by Meta. Think about what that actually does. Google walks into TSMC and"  
[X Link](https://x.com/IntuitMachine/status/1993117888140439943)  2025-11-25T00:41Z 48.4K followers, 58.4K engagements


"The Architecture of Process. Map-making is ridiculously addictive"  
[X Link](https://x.com/IntuitMachine/status/1995276140433567773)  2025-11-30T23:37Z 48.4K followers, 2059 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 48.4K followers, 47.6K engagements


"Where should the AI dividend go"  
[X Link](https://x.com/IntuitMachine/status/1996178024384082115)  2025-12-03T11:21Z 48.4K followers, 2254 engagements


"@TimelessMartian Well actually"  
[X Link](https://x.com/IntuitMachine/status/1996445514678841650)  2025-12-04T05:04Z 48.4K followers, 1123 engagements


"@Molson_Hart The path to absurdist enlightenment"  
[X Link](https://x.com/IntuitMachine/status/1996537412064104489)  2025-12-04T11:09Z 48.4K followers, 1514 engagements


"The path to absurdist enlightenment"  
[X Link](https://x.com/IntuitMachine/status/1996542975506342312)  2025-12-04T11:31Z 48.4K followers, 2302 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 48.5K followers, 3124 engagements


"@PaulAnleitner @grok what are the highest box office numbers (adjusted for inflation)"  
[X Link](https://x.com/IntuitMachine/status/1996606693782757503)  2025-12-04T15:45Z 48.4K followers, XXX 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 48.4K followers, 1289 engagements


"@Rainmaker1973 What kind of a sign Iconic indexical or symbolic"  
[X Link](https://x.com/IntuitMachine/status/1996963615161586016)  2025-12-05T15:23Z 48.4K followers, 20.9K 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 48.5K followers, 16.1K engagements


"BTW not my system (rather Poetiq) - Blame the LLM generated text for the error. ;-)"  
[X Link](https://x.com/IntuitMachine/status/1997368571572166942)  2025-12-06T18:12Z 48.5K followers, 5048 engagements


"Analysis of the prompts in the system. Heres how Id break these down in pattern-language terms. Ill use generic names first then connect them to the patterns from A Pattern Language for Agentic AI where it fits. Global patterns across all prompts These show up in all four prompts: Role / capability priming Phrases like You are an expert in solving ARC tasks by writing Python code and You are a world-class expert assert a strong role and capability. This is Instructional Framing Voice + Declarative Intent Pattern: you fix the agents identity and goal up front instead of sprinkling it"  
[X Link](https://x.com/IntuitMachine/status/1997370186320494980)  2025-12-06T18:18Z 48.4K followers, 4545 engagements


"@dioxuslabs So should we start vibe coding in Rust"  
[X Link](https://x.com/IntuitMachine/status/1997420477011066901)  2025-12-06T21:38Z 48.5K followers, 4072 engagements


"Artificial Empathy appears to have been achieved"  
[X Link](https://x.com/IntuitMachine/status/1997746168080834710)  2025-12-07T19:12Z 48.5K followers, 1990 engagements


"@WesRothMoney @thewhiteboxAI @koltregaskes I don't know about that"  
[X Link](https://x.com/IntuitMachine/status/1997787535976943705)  2025-12-07T21:57Z 48.4K followers, XX engagements


""More agents is all you need." 🚩 Weve been told that adding more AI agents to a team automatically equals better performance. A massive new study (from Google DeepMind and MIT) of XXX configurations across OpenAI Google and Anthropic models just proved that wrong. In fact adding agents can degrade performance by 70%. Here is the new science of scaling. 🧵 The paper: "Towards a Science of Scaling Agent Systems." The scale: XXX experiments X LLM families X diverse benchmarks. The goal: Stop guessing and start engineering. Here is the single most important chart you need to visualize in your"  
[X Link](https://x.com/IntuitMachine/status/1999070969474781392)  2025-12-11T10:57Z 48.5K followers, 3116 engagements


"I will be attending the IAESEAI conference in Paris this coming February. DM me if you'll be around at this time for a meetup"  
[X Link](https://x.com/IntuitMachine/status/1999474970054000842)  2025-12-12T13:42Z 48.5K followers, XXX engagements


"3 company race: Anthropic Google OpenAI. Meta seems to be fading fast. xAI seems to be thrilled with signing up countries like El Salvador"  
[X Link](https://x.com/IntuitMachine/status/1999523392324514254)  2025-12-12T16:55Z 48.4K followers, XXX engagements


"What just happened"  
[X Link](https://x.com/IntuitMachine/status/1997338214437126468)  2025-12-06T16:11Z 48.5K followers, 252.9K 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 48.5K followers, 89.6K 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 48.5K followers, 22.4K 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 48.5K followers, 64.5K engagements


"Your AI agent is burning 70x more compute than it needs to. Here's why the smartest labs are now training TOOLS instead of AGENTS: 🧵 (This changes everything about how we build AI systems) 2/ The old playbook: Fine-tune a massive LLM to do everything Learn domain knowledge ✓ Learn reasoning ✓ Learn tool use ✓ Cost: $500K+ in compute Risk: Catastrophic forgetting Reality: Most teams can't afford this 3/ The new playbook: Keep your LLM frozen. Train tiny "tool agents" around it. Search-R1 (old way): 170000 examples s3 (new way): 2400 examples Same performance. 70x less data. 33x faster"  
[X Link](https://x.com/IntuitMachine/status/1998998828821742031)  2025-12-11T06:10Z 48.5K followers, 2985 engagements


"🧵 1/12 A Yale economist just published a paper that should terrify every knowledge worker. It's not about AI taking your job. It's about AI making your job economically worthless while the economy booms. Let me explain the nightmare scenario: 🧵 2/12 The paper "We Won't Be Missed" starts with two simple premises: X AGI arrives (AI that can do ANY economically valuable task) X Compute becomes abundant (keeps getting cheaper like Moore's Law) From just these two assumptions the whole economic order collapses. 🧵 3/12 Here's the key insight most people miss: The paper divides ALL work into two"  
[X Link](https://x.com/IntuitMachine/status/1999015152570560840)  2025-12-11T07:15Z 48.5K followers, 91.2K engagements


"My rebuttal"  
[X Link](https://x.com/IntuitMachine/status/1999068401730486490)  2025-12-11T10:47Z 48.5K followers, 5485 engagements


"Everyone "knows" that LLM agents are getting smarter. They speak better. They argue better. They sound more human. But Im about to ruin a "fun fact" you probably believe: Most of that "intelligence" is a mirage. And MIT has the research to prove it. 🧵👇 We are currently stuck in a "Demographics In Behavior Out" paradigm. We tell an AI: "You are a 40-year-old voter." It spits out: "I care about taxes." It looks real. But its actually just behaviorism on steroids. Its mimicry not mind. Here is the scary part: The "Traceability Gap." When an AI explains why it made a decision its usually lying."  
[X Link](https://x.com/IntuitMachine/status/1999236146694357091)  2025-12-11T21:53Z 48.5K followers, 49.8K engagements


"Anthropic is still on top even after Grok Gemini and GPT released new versions"  
[X Link](https://x.com/IntuitMachine/status/1999588186629025838)  2025-12-12T21:12Z 48.5K followers, XXX 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 48.5K followers, 306.9K engagements


"This is wild There's an AI that literally rewrites its own trading code to beat the market. Not tuning parameters. Not learning patterns. Actually rewriting the Python functions that decide when to buy and sell. Let me explain this insanity: Traditional trading bots work like this: Human codes strategy AI adjusts weights/parameters Strategy structure stays FIXED Market changes bot breaks Human fixes it manually This is exhausting and doesn't scale. ProFiT (Program Search for Financial Trading) does something completely different. It treats trading strategies as living organisms that evolve."  
[X Link](https://x.com/IntuitMachine/status/1999646267987702020)  2025-12-13T01:03Z 48.5K followers, 1149 engagements