IntuitMachine's profile picture. Quaternion Process Theory, Artificial (Intuition, Fluency, Empathy), Patterns for (Generative, Reason, Agentic) AI, 
https://intuitionmachine.gumroad.com/

Carlos E. Perez

@IntuitMachine

Quaternion Process Theory, Artificial (Intuition, Fluency, Empathy), Patterns for (Generative, Reason, Agentic) AI, https://intuitionmachine.gumroad.com/

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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…

IntuitMachine's tweet image. 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…
IntuitMachine's tweet image. 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…
IntuitMachine's tweet image. 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…

Bummer! Gemini is still failing on this Bongard problem.

IntuitMachine's tweet image. Bummer! Gemini is still failing on this Bongard problem.

In the very near future, literature will be distributed in a LLM native dialect. Humans will use LLMs to personalize the presentation. I'm already doing this with QPT. QPT is an LLM native dialect that I map documents to before I read them. If you don't have one of these, then…

I’m starting to get into a habit of reading everything (blogs, articles, book chapters,…) with LLMs. Usually pass 1 is manual, then pass 2 “explain/summarize”, pass 3 Q&A. I usually end up with a better/deeper understanding than if I moved on. Growing to among top use cases. On…



GPT-5.1 and Grok 4.1 were released to diminish the Gemini 3.0 release. Unfortunately, the benchmarks just blows away the completion by a huge margin. It's looking like game over in the AI race!


I'm looking for the prediction market for this. Anyone?

Okay, so we spend billions searching for 'intelligent life' by listening for radio signals from Earth-like planets. I just read a paper that made me think we're like ants searching for other ants, while goddamn sentient clouds of plasma drift over our heads. 1/10 The mystery…

IntuitMachine's tweet image. Okay, so we spend billions searching for 'intelligent life' by listening for radio signals from Earth-like planets.

I just read a paper that made me think we're like ants searching for other ants, while goddamn sentient clouds of plasma drift over our heads.

1/10

The mystery…


An AI just discovered a new algorithm that's better than any human-designed one. Not "solved a problem," but actually created a novel solution that is now the new world record. For ages, the big knock on AI has been that it's a glorified parrot. It can remix the vast library of…

IntuitMachine's tweet image. An AI just discovered a new algorithm that's better than any human-designed one.

Not "solved a problem," but actually created a novel solution that is now the new world record.

For ages, the big knock on AI has been that it's a glorified parrot. It can remix the vast library of…
IntuitMachine's tweet image. An AI just discovered a new algorithm that's better than any human-designed one.

Not "solved a problem," but actually created a novel solution that is now the new world record.

For ages, the big knock on AI has been that it's a glorified parrot. It can remix the vast library of…

Okay, so we spend billions searching for 'intelligent life' by listening for radio signals from Earth-like planets. I just read a paper that made me think we're like ants searching for other ants, while goddamn sentient clouds of plasma drift over our heads. 1/10 The mystery…

IntuitMachine's tweet image. Okay, so we spend billions searching for 'intelligent life' by listening for radio signals from Earth-like planets.

I just read a paper that made me think we're like ants searching for other ants, while goddamn sentient clouds of plasma drift over our heads.

1/10

The mystery…

1/15 I've spent the last few months trying to build AI agents that can do "simple" things, like book a flight or manage a calendar. And I was about to give up. It feels impossible. The smartest AIs in the world become hopelessly dumb the second you ask them to click a button on…

IntuitMachine's tweet image. 1/15
I've spent the last few months trying to build AI agents that can do "simple" things, like book a flight or manage a calendar.

And I was about to give up.

It feels impossible. The smartest AIs in the world become hopelessly dumb the second you ask them to click a button on…

A new scientific paper is proposing that 3I/ATLAS currently visiting our solar system isn't a rock at all. It might be a living, intelligent organism made of plasma. 1/ So, astronomers are tracking this thing. It came from another star system, like 'Oumuamua did. But it's…

IntuitMachine's tweet image. A new scientific paper is proposing that 3I/ATLAS currently visiting our solar system isn't a rock at all.

It might be a living, intelligent organism made of plasma.

1/

So, astronomers are tracking this thing. It came from another star system, like 'Oumuamua did. But it's…

What if the best way to teach an AI to act in the real world... is to never let it touch the real world at all? Sounds like a paradox, right? But I think this might be a huge deal. 🧵 1/12 Okay, so training AI "agents" (think: bots that can use websites or software) is a…

IntuitMachine's tweet image. What if the best way to teach an AI to act in the real world... is to never let it touch the real world at all?

Sounds like a paradox, right? But I think this might be a huge deal. 🧵

1/12

Okay, so training AI "agents" (think: bots that can use websites or software) is a…

It's quite interesting that people don't realize that it takes skill to use AI well! If this weren't true, then wtf is sam saying?!

Sam Altman says the most important future skill won’t be learning how to build AI, but learning how to use AI to do extraordinary things. He compares it to computers: most people don’t understand how hardware is built, yet they can still use a computer to produce world-changing…



Meanwhile in the USA, they still need to form the committee to define what AI education means. I call this consensus sense making inertia.

China makes AI education mandatory for 6 years old, they must learn coding & ML like basic math before multiplication tables meanwhile western schools still banning it, people still yelling it dogsh*t it’s over, the gap is gonna be insane

EHuanglu's tweet image. China makes AI education mandatory for 6 years old, they must learn coding & ML like basic math before multiplication tables

meanwhile western schools still banning it, people still yelling it dogsh*t

it’s over, the gap is gonna be insane


How does a space rock become bluer than the sun?!

Okay so there's this interstellar object called 3I/ATLAS and the new images from last week. In July/August, astronomers measured it rotating every 16.16 hours. Pretty normal. Except now we're seeing jets—streams of gas—extending over a MILLION kilometers, and they're perfectly…

IntuitMachine's tweet image. Okay so there's this interstellar object called 3I/ATLAS and the new images from last week.

In July/August, astronomers measured it rotating every 16.16 hours. Pretty normal. Except now we're seeing jets—streams of gas—extending over a MILLION kilometers, and they're perfectly…


If this was Epstein's reading list, then you know that Trump was his useful idiot.

I don’t know what to make of Epstein’s reading my work. The relation is not symmetric --his reading me does not affect me--but still.

nntaleb's tweet image. I don’t know what to make of Epstein’s reading my work. The relation is not symmetric --his reading me does not affect me--but still.


Do we have a new consensus now that no amount of pure reasoning can lead to breakthroughs? Specialized AI for specialized domains is the only path forward.

Jeff Bezos is taking on a formal CEO role again - NYT He is co leading a new AI startup called Project Prometheus to use AI for engineering & manufacturing in computers, autos and spacecraft It already has about $6.2B in funding & nearly 100 hires from OpenAI, DeepMind and Meta

wallstengine's tweet image. Jeff Bezos is taking on a formal CEO role again - NYT

He is co leading a new AI startup called Project Prometheus to use AI for engineering & manufacturing in computers, autos and spacecraft

It already has about $6.2B in funding & nearly 100 hires from OpenAI, DeepMind and Meta


I spent the weekend reading a new academic paper on AI Search and I have to say, it feels like one of those moments where the ground just shifts beneath an entire industry. If you do any kind of SEO, marketing, or content creation, you need to see this. It's not good news.…


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