
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…



This New AI Method Slashes Reasoning Costs by 60%—Here's How 1/10 You know that feeling when you're waiting... and waiting... for an AI to solve a complex problem? Or when you see the API bill and your heart sinks? What if the secret to making AI faster and cheaper isn't to…

More generated artifacts imply a lot more work to do!!!
40% of employees are reporting wasting an average of 2 hours at a time cleaning up AI-generated workslop, per CNN
This is next level.
1/12 You've seen AI do amazing things. You've also probably seen it make a hilariously dumb mistake, like trying to move a chess piece sideways. Why does this happen? And what if the fix isn't to make the AI a better player, but a better programmer? A new paper from Google…

Why trust the default personality for AI investing apps?!
Each model has such a distinct investing personality Grok is a systematic quant who's strangely drawn to DOGE Qwen is always max leverage Claude is the thoughtful portfolio manager, "everything is fine"

I just realized that the USA does have UBI and universal heath care. You just have to keep yourself healthy enough to reach the young tender age of 65. Everybody else will just be content to be a second class citizen. Third class if you happen to not have a visa.
1/10 A new study just got GPT-4 to predict human buying behavior with FRIGHTENING accuracy. The secret? They stopped asking for numbers. 🧵 **2/10** Here’s the problem researchers faced: When you ask an LLM to act like a consumer and rate a product from 1 to 5, it almost…
Something is very wrong in the USA where everything is so expensive. What's wrong?!
It is so insane how expensive groceries are in America.
Transformers Can Reprogram Themselves. A New Paper Explains the Mind-Blowing Trick. 1/12 You know that magical feeling when an AI like ChatGPT learns a new skill instantly, just from a few examples in your prompt? It's not magic. And it's not "learning" in the way you think.…

[1] 78% of companies are now using AI. 80% report zero material impact on their bottom line. This isn't a deployment problem. It's something far more interesting—and dangerous. Let me show you what's actually happening. 🧵 [2] McKinsey just released their State of AI 2025…
![IntuitMachine's tweet image. [1]
78% of companies are now using AI.
80% report zero material impact on their bottom line.
This isn't a deployment problem. It's something far more interesting—and dangerous.
Let me show you what's actually happening. 🧵
[2]
McKinsey just released their State of AI 2025…](https://pbs.twimg.com/media/G3DhifAWEAAr02k.jpg)
The "Asymmetric Principle": The New Blueprint for Building God-Tier AI 1/10 Most people think you train a big AI model on language first, and then teach it how to "reason" later. This new paper says that's fundamentally backward. It's like building a skyscraper on a weak…

1/11 You know that frustrating moment when your super-smart AI assistant confidently fails a simple math problem? Or gets a basic fact wrong that a 2-second Google search would fix? Well, a new paper from researchers at Google, MIT & Harvard digs into why this happens and…
It's as if China knows we are doing stupid things and is assisting in accelerating our stupidity.
I've got an itch that this needs to be exploded with additional capabilities.
Most "agents" today are shallow while loops around an LLM and tools. Works for simple tasks, but fails when a task requires 50+ steps over several days. To solve complex problems, we need an architectural shift towards Deep Agents (Agents 2.0). We have to decouple planning…

who are the STARTUPS working on RARE EARTHS right now? POST UP!!!!
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