Carlos E. Perez (IntuitMachine)'s Avatar

Carlos E. Perez (IntuitMachine)

@ceperez.bsky.social

Author: Artificial Intuition, Fluency & Empathy, DL Playbook, Patterns for Generative AI, Patterns for Agentic AI https://twitter.com/IntuitMachine https://intuitionmachine.gumroad.com https://medium.com/intuitionmachine

2,726 Followers  |  3,037 Following  |  419 Posts  |  Joined: 03.07.2023  |  1.8116

Latest posts by ceperez.bsky.social on Bluesky

Post image 04.12.2025 18:36 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Post image

Absurdist Alignment

04.12.2025 18:34 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
The Coordination Catastrophe: How AI Could Save the American Middle Class From Its Extinction We know exactly how empires kill their middle classes. We’ve watched it happen five times before. What we’ve never had is the technology to…

How to Save the American Middle Class
intuitmachine.medium.com/the-coordina...

09.11.2025 11:49 β€” πŸ‘ 4    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
The Story and the Map: Two Civilizational Operating Systems The Fundamental Divergence

The Story and the Map: Two Civilizational Operating Systems
medium.com/intuitionmac...

25.09.2025 00:20 β€” πŸ‘ 3    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
Preview
The Gravity of Meaning: How AI Revealed the Strange Attractors That Shape Human Thought On the Topology of Mind in the Age of Artificial Intelligence

The Gravity of Meaning: How AI Revealed the Strange Attractors That Shape Human Thought medium.com/intuitionmac...

08.09.2025 11:54 β€” πŸ‘ 5    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Transition from Omniscient AI to Epistemically Honest AI The Paradox of Confident Ignorance

I just published The Transition from Omniscient AI to Epistemically Honest AI medium.com/intuitionmac...

06.09.2025 09:17 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Incompleteness Revolution: A Proposal for Transforming Consciousness Science The End of the Quest

I just published The Incompleteness Revolution: A Proposal for Transforming Consciousness Science medium.com/intuitionmac...

01.09.2025 09:46 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
How Predicting the Next Word Turns into Something That Feels Like Thought People often say things like, β€œIt’s just a next-token predictor,” when talking about AI systems like ChatGPT. And they’re not wrongβ€Šβ€”β€Šat a…

How Predicting the Next Word Turns into Something That Feels Like Thought

medium.com/intuitionmac...

27.08.2025 13:22 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Architecture of Becoming: How Categorical Thinking Revolutionizes Human Development The Prison of Fixed Perspective

I just published The Architecture of Becoming: How Categorical Thinking Revolutionizes Human Development medium.com/intuitionmac...

23.08.2025 16:49 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
Soft Inductive Biases: How Reformulating Constraint Architecture Dissolves Deep Learning’s… The Parallel Revolutionary Approaches

Soft Inductive Biases: How Reformulating Constraint Architecture Dissolves Deep Learning’s… medium.com/intuitionmac...

20.08.2025 22:55 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Great Divergence: How America Gamed Itself to Death While China Learned to Govern Introduction: Two Experiments in Civilization

The Great Divergence: How America Gamed Itself to Death While China Learned to Govern medium.com/intuitionmac...

18.08.2025 13:54 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
GPT-5 as a Design-Pattern Inspired LLM Large language models have evolved from passive text predictors into agentic reasoning systems, and GPT-5 represents the clearest…

I just published GPT-5 as a Design-Pattern Inspired LLM medium.com/intuitionmac...

16.08.2025 14:11 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
Surviving the AI Singularity’s Phase Transition Introduction: Three Questions That Explain Everything

Surviving the AI Singularity’s Phase Transition medium.com/intuitionmac...

16.08.2025 12:59 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Post image Post image

The Survival Guide for The AI Singularity

intuitionmachine.gumroad.com/l/survival

14.08.2025 20:32 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Personal Antifragility Stack: A Complete Implementation Guide Foundation: Understanding Antifragility vs. Resilience

I just published The Personal Antifragility Stack: A Complete Implementation Guide medium.com/intuitionmac...

14.08.2025 11:15 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
They Turned Everything Into a Metric, Then Gamed Every Metric Into Meaninglessness Imagine a hospital that discovers it can make more money by keeping patients slightly sick rather than fully healing them. A university…

I just published They Turned Everything Into a Metric, Then Gamed Every Metric Into Meaninglessness medium.com/intuitionmac...

13.08.2025 11:10 β€” πŸ‘ 2    πŸ” 1    πŸ’¬ 0    πŸ“Œ 1
Preview
The Beautiful Embarrassment: What AI Cannot See in Human Discovery In a recent interview, Terence Taoβ€Šβ€”β€Šperhaps the world’s greatest living mathematicianβ€Šβ€”β€Šmade an observation that should keep us awake at…

Related: medium.com/intuitionmac...

13.08.2025 07:07 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 1
Post image

Some new context-engineering jargon

CLEAR framework β€” a composition guide for writing prompts: be Concise, Logical, Explicit, Adaptive, and Reflective.

Graph-of-Thoughts (GoT) β€” organize thoughts as a graph (nodes = thoughts, edges = dependencies) to improve quality and cost.

13.08.2025 06:58 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Irreducible Epistemic Boundary: On the Fundamental Limits of Machine Learning and the Nature of… The Coin Flip at the Edge of Knowledge

I just published The Irreducible Epistemic Boundary: On the Fundamental Limits of Machine Learning and the Nature of… medium.com/intuitionmac...

11.08.2025 12:44 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Post image

A year ahead of the curve. A previous book was "Artificial Intuition." I guess back then it was "Have you considered monetizing intuition?"

07.08.2025 23:24 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The AI That Thinks Like a Dream Team When Machines Started Thinking Like Humans (But Better)

I just published The AI That Thinks Like a Dream Team medium.com/intuitionmac...

27.07.2025 14:32 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Hierarchical Reasoning Model Through the Lens of Quaternion Process Theory: Thinking Fast and… Introduction: Mapping Artificial Intelligence to Cognitive Quaternions

I just published The Hierarchical Reasoning Model Through the Lens of Quaternion Process Theory: Thinking Fast and Slow, Empathically and Fluently

medium.com/intuitionmac...

27.07.2025 11:17 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Architecture of Aliveness: Why the Best Human Experiences Are About Becoming More An essay on agency, meaning, and what it truly means to be human

I just published The Architecture of Aliveness: Why the Best Human Experiences Are About Becoming More medium.com/intuitionmac...

27.07.2025 10:22 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
Authenticity is The Irreducible Realness of Being An Essay on Authenticity in the Age of Infinite Intelligence

Authenticity is the irreducible realness of being. medium.com/p/7b29f4a4358a

25.07.2025 16:47 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Irreducible Mystery: Why Our Greatest Stories Never Let Us Go On the hidden architecture of narrative that mirrors the deepest structures of consciousness

I just published The Irreducible Mystery: Why Our Greatest Stories Never Let Us Go medium.com/intuitionmac...

20.07.2025 21:41 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Untapped Potential: Unexplored Domains of AI-Human Synergy Introduction

The Untapped Potential: Unexplored Domains of AI-Human Synergy

medium.com/intuitionmac...

20.07.2025 11:13 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
Why Human-AI Synergies Create Unpredictable Possibilities In the rapidly evolving landscape of artificial intelligence, much attention focuses on whether AI will replace human capabilities or…

I just published Why Human-AI Synergies Create Unpredictable Possibilities medium.com/intuitionmac...

19.07.2025 10:40 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The War Against Gamified Fictional Platforms The Pattern Seeker’s Dilemma

I just published The War Against Gamified Fictional Platforms medium.com/intuitionmac...

12.07.2025 19:32 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Cognitive Horizon: Why Human Understanding Peaks at Triadic Thinking The 7Β±2 Boundary of Mind

I just published The Cognitive Horizon: Why Human Understanding Peaks at Triadic Thinking medium.com/intuitionmac...

09.07.2025 10:11 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 1

Yes, it's a fictional future.

08.07.2025 23:27 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

@ceperez is following 20 prominent accounts