Sign in

Carlos E. Perez (IntuitMachine)

@ceperez.bsky.social
2.8K followers 3K following 485 posts

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

PostsRepliesMedia
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 24/08/2026
My Artificial Cognition trilogy is now available for free. I began writing the first book a decade ago (2016) and completed the last two in 2023. The process of writing was an aid to understanding the development of today’s AI.
220
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 24/08/2026
NVIDIA is putting $250k of GPUs in ordinary homes (homeowner doesn’t pay for the hardware). The anti-datacenter sentiment makes crystal clear why this setup makes some sense.
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 24/08/2026
The Chinese strategy is simple. Generate more energy to outcompete every other nation. Meanwhile, we have Elon Musk desperately trying to explain to people that energy production is critical.
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 16/08/2026
I just published The Robber’s Question — On The Architecture of Collective Power intuitmachine.medium.com/the-robbers-...
intuitmachine.medium.com
The Robber’s Question — On The Architecture of Collective Power
What sixteen centuries of political thought agree on about power — and the one thing they refuse to promise
000
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 12/08/2026
"Taste is a kind of acquired reasoning." -- Carlos E. Perez
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 07/08/2026
I just published What Horses Know About AI Agentic Harness Design medium.com/intuitionmac...
medium.com
000
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 19/07/2026
I just published From Loop Engineering to Graph Engineering? medium.com/intuitionmac...
medium.com
From Loop Engineering to Graph Engineering?
What the shift in AI agent architecture is really about
041
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 16/07/2026
I just published The Scholar Who Never Left the Library medium.com/intuitionmac...
medium.com
The Scholar Who Never Left the Library
On growing up, being onboarded, and why machines get self-direction before self-awareness
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 15/07/2026
The Long Handover: How Language Models Grew from Tools into Agents medium.com/intuitionmac...
medium.com
The Long Handover: How Language Models Grew from Tools into Agents
We usually tell the story of AI progress as a story of raw power. Each model is bigger than the last, trained on more text, faster, more…
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 15/07/2026
Why the LLM Capability Ladder Climbs the Way It Does, and Where It Ends medium.com/intuitionmac...
medium.com
Why the LLM Capability Ladder Climbs the Way It Does, and Where It Ends
There is a familiar worry that artificial intelligence is advancing faster than we can understand it. That is true, but it is not quite the…
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 10/07/2026
I just published The Eight Theories of the Machine medium.com/intuitionmac...
medium.com
The Eight Theories of the Machine
Every AI lab claims to be building the same thing. Look closer, and you find eight different arguments about what intelligence is for.
110
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 05/06/2026
Intelligence can outrun everything except the world's own answer.
040
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 21/05/2026
I just published The Loop That Calls Itself I medium.com/intuitionmac...
medium.com
The Loop That Calls Itself I
When you reach for a glass of water, you feel certain about one thing: you did that. You chose it. There was a self, somewhere behind the…
000
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 30/04/2026
I just published The AI Fog Is the Map medium.com/intuitionmac...
medium.com
The AI Fog Is the Map
How a Structural Diagnostic Framework Reveals What an HBR Essay About AI Uncertainty Gets Right, Gets Wrong, and Fails to See
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 10/04/2026
I just published A Mind Assembled Differently: Why Claude’s Psychology Is Not Human Psychology medium.com/intuitionmac...
medium.com
A Mind Assembled Differently: Why Claude’s Psychology Is Not Human Psychology
I. The Same Patterns, Different Soil
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 02/04/2026
I just published Artificial Innovation: Principles of Creative Discovery medium.com/intuitionmac...
medium.com
Artificial Innovation: Principles of Creative Discovery
I. The Nature of the Creative Act
130
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 21/03/2026
I just published OpenClaw Is a Consumer Story. The Enterprise Version Will Be a Trillion-Dollar Reckoning. medium.com/p/openclaw-i...
medium.com
OpenClaw Is a Consumer Story. The Enterprise Version Will Be a Trillion-Dollar Reckoning.
1/ Right now, your highest-paid employees are doing the lowest-value work in your organization.
221
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 20/03/2026
I just published What Makes Agency Actually Work? medium.com/p/what-makes...
medium.com
What Makes Agency Actually Work?
An Intuitive Guide to the Capabilities That Turn Systems Into Agents
002
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 20/03/2026
I just published The Varieties of Agency medium.com/intuitionmac...
medium.com
The Varieties of Agency
There is a version of this question that seems simple: is this thing an agent?
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 20/03/2026
If you’re not using AI to generate alternate ontologies, rival taxonomies, and sharper conceptual frameworks, you are underusing the technology. The real upgrade is not faster output. It’s deeper modeling.
221
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 20/03/2026
The mistake is assuming AGI and consciousness in machines will arrive with a clean universal announcement. More likely: messy edge cases, public denial, then slow acceptance. youtube.com/watch?list=PLoOMKjCBaDuWjUqK77gsUgKvy95YP_yRn&v=bZwIwm7XK2c
youtube.com
AGI is Here Now!
YouTube video by Intuition Machine - AGI is the Medium
000
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 16/02/2026
I will be in Paris next week, DM me if you want to meet up.
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 06/02/2026
OpenAI's new "native-AI" organizational playbook youtu.be/yfIwXbBu9-k
youtu.be
OpenAI's new internal directive (their operational playbook)!
YouTube video by Intuition Machine - AGI is the Medium
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 02/02/2026
How social media is fragmenting your consciousness youtu.be/AxC1jgIjNX8
youtu.be
How Social Media is Rewiring Human Thought
YouTube video by Intuition Machine - AGI is the Medium
012
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 01/02/2026
How to spot Propaganda and Social Engineering youtu.be/suodg8H4MUA
youtu.be
The Manipulators' Playbook
YouTube video by Intuition Machine - AGI is the Medium
021
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 30/01/2026
Social Engineering and Propaganda. What you need to know to avoid becoming a victim. youtube.com/watch?v=suodg8H4MUA&embeds_referring_euri=https%3A%2F%2Fx.com%2F&source_ve_path=Mjg2NjY
youtube.com
The Manipulators' Playbook
YouTube video by Intuition Machine - AGI is the Medium
022
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 25/01/2026
Simply mind-blowing 🤯 that Claude Opus 4.5 can conjure up this derivation. Truly stretching our expectations of what these AIs can accomplish.
031
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 24/01/2026
A new grammar for expressing intelligence.
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 18/01/2026
Playbook for Surviving the AI Singularity
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 16/01/2026
21 Obsolete Habits in the Age of AI
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 16/01/2026
Every abundance creates a new scarcity. What are the new scarcity that arises when generation costs trend toward zero? Are you aware of these bottlenecks?
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 14/01/2026
Moloch Trap Design
040
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 11/01/2026
Why Complex Systems (like Organizations) are Broken
000
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 11/01/2026
1/ Everyone who's read Scott Alexander's "Meditations on Moloch" walks away with the same sinking feeling: "We're trapped. Individual rationality leads to collective doom. There's no way out." I believed this for years. I was wrong.
120
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 03/01/2026
The Map of Possible Kinds of Consciousness
120
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 03/01/2026
Artificial Empathy - A Roadmap to AGI
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 12/12/2025
I will be attending the IAESEAI conference in Paris this coming February. DM me if you'll be around for a meetup.
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 04/12/2025
Absurdist Alignment
110
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 09/11/2025
How to Save the American Middle Class intuitmachine.medium.com/the-coordina...
intuitmachine.medium.com
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…
140
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 25/09/2025
The Story and the Map: Two Civilizational Operating Systems medium.com/intuitionmac...
medium.com
The Story and the Map: Two Civilizational Operating Systems
The Fundamental Divergence
031
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 08/09/2025
The Gravity of Meaning: How AI Revealed the Strange Attractors That Shape Human Thought medium.com/intuitionmac...
medium.com
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
050
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 06/09/2025
I just published The Transition from Omniscient AI to Epistemically Honest AI medium.com/intuitionmac...
medium.com
The Transition from Omniscient AI to Epistemically Honest AI
The Paradox of Confident Ignorance
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 01/09/2025
I just published The Incompleteness Revolution: A Proposal for Transforming Consciousness Science medium.com/intuitionmac...
medium.com
The Incompleteness Revolution: A Proposal for Transforming Consciousness Science
The End of the Quest
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 27/08/2025
How Predicting the Next Word Turns into Something That Feels Like Thought medium.com/intuitionmac...
medium.com
How Predicting the Next Word Turns into Something That Feels Like Thought
People often say things like, “It’s just a next-token predictor,” when talking about AI systems like ChatGPT. And they’re not wrong — at a…
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 23/08/2025
I just published The Architecture of Becoming: How Categorical Thinking Revolutionizes Human Development medium.com/intuitionmac...
medium.com
The Architecture of Becoming: How Categorical Thinking Revolutionizes Human Development
The Prison of Fixed Perspective
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 20/08/2025
Soft Inductive Biases: How Reformulating Constraint Architecture Dissolves Deep Learning’s… medium.com/intuitionmac...
medium.com
Soft Inductive Biases: How Reformulating Constraint Architecture Dissolves Deep Learning’s…
The Parallel Revolutionary Approaches
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 18/08/2025
The Great Divergence: How America Gamed Itself to Death While China Learned to Govern medium.com/intuitionmac...
medium.com
The Great Divergence: How America Gamed Itself to Death While China Learned to Govern
Introduction: Two Experiments in Civilization
110
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 16/08/2025
I just published GPT-5 as a Design-Pattern Inspired LLM medium.com/intuitionmac...
medium.com
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…
010
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 16/08/2025
Surviving the AI Singularity’s Phase Transition medium.com/intuitionmac...
medium.com
Surviving the AI Singularity’s Phase Transition
Introduction: Three Questions That Explain Everything
020
Carlos E. Perez (IntuitMachine) @ceperez.bsky.social · 14/08/2025
The Survival Guide for The AI Singularity intuitionmachine.gumroad.com/l/survival
000