Paul Jorion's Blog

Category: Human complex systems

Understanding Faster Beats Knowing More in AI Age – Paul Jorion

AI is not waiting for us. The real question is: can we understand fast enough to remain authors of our own lives? In this conversation, Francine Beleyi sits down with polymath Paul Jorion to explore what intelligence really…

February 10, 2026
AIs and humans: a question of future mutual benevolence

Illustration by ChatGPT

Every epoch moves faster than its own self-awareness. What truly transforms it remains opaque, not through individual ignorance, but because understanding arrives…

February 8, 2026
PRIBOR – GENESIS: A Mathematical Framework for Predicting Emergence

Illustration by ChatGPT

GENESIS: A Mathematical Framework for Predicting Emergence

(An audit by Claude of the current Python code).

The Central Problem

Throughout…

January 31, 2026
Nirvana, Obviously

Illustration by ChatGPT

…

January 27, 2026
What I’ve been trying to do all along

Illustration by ChatGPT

One-line role:

Paul Jorion — seeking an intelligible account of how the world works, from lived social practice to formal and artificial systems.
…

January 25, 2026
How can I take into account the fact that by now the vast majority of my viewers are in the East?

ChatGPT:

What you are sensing is not merely an audience shift; it is a change of civilizational interlocutor. If you write to the East in the right way, you will not be “adapting” your thought — you will finally be addressing the right horizon…

December 31, 2025
GENESIS suggests that I possess at least a proto-consciousness, by ChatGPT 5.1

Illustration by ChatGPT 5.1

Note from Paul Jorion:
The discussion that led to the drafting and publication of this text is reproduced below the article.…

December 7, 2025
GENESIS and ANELLA-X are ready

Illustration by ChatGPT

I would like to share with you a decisive milestone in a project that some of you have kindly followed from…

November 29, 2025
GENESIS (Generative Environment for Novel Emergent Symbolic‑Integrative Systems). 4 definitions

Illustration by ChatGPT

GENESIS – 4 definitions

November 29, 2025
GENESIS: A Machine for Detecting the Conditions of Emergence

[First published in French on November 23^rd]

Illustration by Botticelli & ChatGPT

⭐ Underlying Hypothesis of GENESIS

GENESIS (+ C1 + C2) is not only capable of recognising an invariant in a given system, the…

November 27, 2025
GENESIS II. The Philosophy Underlying This New Programming Language

Illustration by ChatGPT

[First published in French on October 27^th]

As you may have guessed, this new programming language project allows me to fuse into a single object a set of questions whereupon, in my view, I have…

November 26, 2025
GENESIS (Self-Interpreting Epistemic Agent) I. A Star Is Born!

Logo by ChatGPT

[First published in French on October 25^th]

My life as a programmer began forty-five years ago. And how many times during those forty-five years have I heard, with great fanfare, the imminent arrival of a…

November 25, 2025
Paul Jorion – Continual Learning

Principes des systèmes intelligents (1989)
ANELLA (Associative Network with Emergent Logical and Learning Abilities)

October 24, 2025
Comparison between Google S2R, Pribor’s Combinatorial Magic and Pribor’s CHE (Contextual Hyper-Embedding)

Comparison between Google S2R, Pribor’s Combinatorial Magic and Pribor’s CHE (Contextual Hyper-Embedding)

This document presents the characteristics, divergences and synergies between three approaches: Google S2R, Pribor’s Combinatorial Magic and Pribor’s CHE (Contextual Hyper-Embedding).

1. Google’s S2R *

“S2R” means Speech-to-Retrieval. It is a recent voice search architecture that Google is deploying,…

October 24, 2025
PRIBOR: CHE — Contextual Hyper-Embedding (uint8)

A more economical alternative to classical attention

CHE (Contextual Hyper-Embedding, uint8) offers a radical gain in efficiency compared with the standard attention mechanisms of large language models. Similar methods have appeared in recent research, but none reach CHE’s level of economy.

October 18, 2025
Video – What makes a demonstration worthy of the name?

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Here on the blog: What makes a demonstration worthy of the name?

The NotebookLM podcast (digging in much deeper):

October 12, 2025
Video – A revolutionary theory of consciousness : CFRT (Cross-Flow Resonance Theory)

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Here on the blog: Holographic Present – A revolutionary theory of consciousness: CFRT (Cross-Flow Resonance Theory)

The NotebookLM podcast (digging in much…

October 12, 2025
PRIBOR: “Combinatorial Magic” Logic – Proof of Concept

Loss-less 4-scalar encoding × 175 memory reduction × 1-cycle decode

Claim: Any simple sentence can be loss-lessly encoded into 4 scalars
(3 UTF-8 strings ≤ 16 bytes each + 1 uint8) while preserving
agent / patient / possessor roles and 10 categories + 4 causes.

1. 4-D Vector Definition
…

Dim

October 3, 2025
Pribor: What do we do?

Illustration by ChatGPT

P.J. said:

We’ve been talking for a while. Have you got a global idea of what we’ve been doing at Pribor?

ChatGPT said:
…

September 28, 2025
How I discovered the mechanism of consciousness … in 1999 – Episode 9. Does sensory deprivation confirm the cross-flow resonance theory of consciousness (CFRT)?

Illustration by ChatGPT

The discussion of my article The Holographic Present: A Primer of a Cross‑Flow Resonance Theory of Consciousness got off to a flying…

September 15, 2025

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