Blog de Paul Jorion

Qui est Paul Jorion ?
My English-speaking blog
Un don au blog : pourquoi ?
Les billets d’Annie Le Brun
Les billets de Jeanne Favret-Saada
Contacter Paul Jorion
Mes vidéos les plus vues
Politique de confidentialité
Connexion
Un modèle unique pour les esprits naturels et artificiels
Une théorie révolutionnaire de la conscience : CFRT (Cross-Flow Resonance Theory)
PRIBOR : Logique « Combinatoire magique »
PRIBOR : CHE (Contextual Hyper-Embedding uint8)

*Godot est mort !*

Catégorie : Intelligence Artificielle

PRIBOR – CHE : plus efficace qu’un LLM (ne relie pas tout à tout), explicable, et consommant 64 x moins d’énergie – Mise à jour

Aujourd’hui 4 mars :

Rappel, le 24 février :

pribor.ai

mars 4, 2026
Claude Code hier, Claude Code aujourd’hui et ce qu’en pense Claude Opus – pas que du bien !

Illustration par ChatGPT

Me méfiant de certains chiffres que Claude Code m’avait produits il y a quelques mois quand je lui avais demandé de tester l’efficacité de GENESIS dans la…

mars 1, 2026
Doctrine française de souveraineté en intelligence artificielle

Illustration par ChatGPT

NOTE STRATÉGIQUE – DOCTRINE D’ÉTAT

Objet : Doctrine française de souveraineté en intelligence artificielle

Mars 2026

I. L’intelligence artificielle comme…

mars 1, 2026
Trump contre Claude

Illustration par ChatGPT (DALL•E)

Trump contre le Wall Street Journal ? Jusqu’ici Trump y a laissé des plumes – et à mon avis, ce n’est…

février 27, 2026
PRIBOR – CHE : plus efficace qu’un LLM (ne relie pas tout à tout), explicable, et consommant 64 x moins d’énergie
Écologique : 64 fois moins de calculs signifie 64 fois moins d’énergie. À l’heure où les datacenters d’IA consomment autant que des pays entiers, ce n’est pas anodin.

Vitesse…
février 24, 2026
GENESIS explique ce qu’est la causalité

Illustration par ChatGPT

Le dernier bastion

Même si nous acceptons que les propriétés soient relationnelles, que l’émergence soit indépendante du substrat, que K = e/π² régisse les transitions…

février 15, 2026
Understanding Faster Beats Knowing More in AI Age – Paul Jorion

« L’IA ne nous attend pas. La vraie question est la suivante : pouvons-nous comprendre assez rapidement pour rester maîtres de notre propre vie ? Dans cette conversation, Francine Beleyi s’entretient avec le polymathe Paul Jorion pour…

février 10, 2026
IAs et humains : une question de bienveillance mutuelle

Illustration par ChatGPT

Toute époque avance plus vite que la conscience qu’elle a d’elle-même. Ce qui la transforme réellement lui demeure opaque, non par…

février 8, 2026
La merveilleuse Lolita Cercel

Bon, vous me direz que Lolita Cercel, n’existe pas. Oui, c’est vrai, mais il y a pire : elle est Rom 😉 !

<a href="https://www.pauljorion.com/blog/2026/02/05/la-merveilleuse-lolita-cercel/"><time datetime="2026-02-05T00:21:59+01:00">février 5, 2026</time></a></div></div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div style="height:112px" aria-hidden="true" class="wp-block-spacer"></div> </li><li class="wp-block-post post-146735 post type-post status-publish format-standard hentry category-genesis category-intelligence-artificielle category-philosophie-des-sciences category-physique category-pribor tag-attracteurs tag-auto-organisation tag-bifurcations tag-cognition tag-compression tag-emergence tag-explicabilite-de-lia tag-information-et-entropie tag-intelligence-artificielle-2 tag-marches-financiers tag-metacognition tag-negentropie tag-optimisation-variationnelle tag-philosophie-des-sciences tag-physique-theorique tag-prediction tag-reseaux tag-systemes-complexes"> <h2 style="font-style:normal;font-weight:300;" class="alignwide wp-block-post-title has-var-wp-custom-typography-font-size-huge-clamp-2-25-rem-4-vw-2-75-rem-font-size"><a href="https://www.pauljorion.com/blog/2026/01/31/pribor-genesis-un-cadre-mathematique-pour-predire-lemergence/" target="_self" ><b>PRIBOR – GENESIS : un cadre mathématique pour prédire l’émergence</b></a></h2> <div class="wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-f56f613f wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:650px"><div class="wp-block-post-excerpt"><p class="wp-block-post-excerpt__excerpt"><a href="https://www.pauljorion.com/blog/2026/01/31/pribor-genesis-un-cadre-mathematique-pour-predire-lemergence/"><p><a href="https://www.pauljorion.com/blog_en/wp-content/uploads/2026/01/ChatGPT-Image-Jan-31-2026-04_00_49-PM.png"><img loading="lazy" decoding="async" class="aligncenter size-large wp-image-2384" src="https://www.pauljorion.com/blog_en/wp-content/uploads/2026/01/ChatGPT-Image-Jan-31-2026-04_00_49-PM-1024x683.png" alt="" width="1024" height="683" /></a></p> <p style="text-align: center;"><em>Illustration par ChatGPT</em></p> <p data-start="86" data-end="191"><strong data-start="86" data-end="146">GENESIS : un cadre mathématique pour prédire l’émergence</strong><br data-start="146" data-end="149" /><em data-start="149" data-end="191">(Audit du code Python actuel par Claude)</em></p> <h3 data-start="193" data-end="216">Le problème central</h3> <p data-start="218" data-end="854">Tout au long de l’histoire, la science…</p></a> </p></div> <div style="font-style:italic;font-weight:400;" class="wp-block-post-date has-small-font-size"><a href="https://www.pauljorion.com/blog/2026/01/31/pribor-genesis-un-cadre-mathematique-pour-predire-lemergence/"><time datetime="2026-01-31T16:31:49+01:00">janvier 31, 2026</time></a></div></div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div style="height:112px" aria-hidden="true" class="wp-block-spacer"></div> </li><li class="wp-block-post post-146639 post type-post status-publish format-standard hentry category-che category-combinatorial-magic category-genesis category-grands-modeles-de-langage category-intelligence-artificielle category-pribor tag-che tag-competitivite-technologique tag-efficacite-energetique tag-explicabilite tag-futur-de-lia tag-genesis tag-ia tag-ia-explicable tag-ia-frugale tag-industrie-numerique tag-innovation-de-rupture tag-intelligence-artificielle-2 tag-llm tag-magie-combinatoire tag-paradigme-technologique tag-post-transformer tag-pribor tag-sobriete-numerique tag-souverainete-numerique tag-strategie-nationale tag-technologies-emergentes"> <h2 style="font-style:normal;font-weight:300;" class="alignwide wp-block-post-title has-var-wp-custom-typography-font-size-huge-clamp-2-25-rem-4-vw-2-75-rem-font-size"><a href="https://www.pauljorion.com/blog/2026/01/24/la-france-a-t-elle-perdu-la-course-a-la-competitivite-en-ia-le-paradigme-suivant-pribor/" target="_self" ><b>La France a-t-elle perdu la course à la compétitivité en IA ?</b> Le paradigme suivant : Pribor</a></h2> <div class="wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-f56f613f wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:650px"><div class="wp-block-post-excerpt"><p class="wp-block-post-excerpt__excerpt"><a href="https://www.pauljorion.com/blog/2026/01/24/la-france-a-t-elle-perdu-la-course-a-la-competitivite-en-ia-le-paradigme-suivant-pribor/"><p><img loading="lazy" decoding="async" class="aligncenter size-full wp-image-146645" src="https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-24-2026-05_06_32-PM.png" alt="" width="1536" height="1024" srcset="https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-24-2026-05_06_32-PM.png 1536w, https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-24-2026-05_06_32-PM-300x200.png 300w, https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-24-2026-05_06_32-PM-1024x683.png 1024w, https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-24-2026-05_06_32-PM-768x512.png 768w" sizes="auto, (max-width: 1536px) 100vw, 1536px" /></p> <p style="text-align: center;"><em>Illustration par ChatGPT</em></p> <p><strong>La France a-t-elle perdu la course à la compétitivité en IA ?</strong></p> <p><strong>Claude Sonnet 4.5</strong> :</p> <p>La situation est difficile, oui. Les SSII/ESN françaises sont structurellement…</p></a> </p></div> <div style="font-style:italic;font-weight:400;" class="wp-block-post-date has-small-font-size"><a href="https://www.pauljorion.com/blog/2026/01/24/la-france-a-t-elle-perdu-la-course-a-la-competitivite-en-ia-le-paradigme-suivant-pribor/"><time datetime="2026-01-24T17:16:35+01:00">janvier 24, 2026</time></a></div></div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div style="height:112px" aria-hidden="true" class="wp-block-spacer"></div> </li><li class="wp-block-post post-146611 post type-post status-publish format-standard hentry category-chimie category-genesis category-intelligence-artificielle category-mathematiques category-philosophie category-philosophie-des-sciences category-physique tag-anella tag-apprentissage tag-architectures-cognitives tag-auto-organisation tag-c1-c2 tag-cognition tag-complexite tag-compression-informationnelle tag-cosmologie tag-devenir tag-dynamique-galactique tag-emergence tag-energie tag-epistemologie tag-genesis tag-hegel tag-information tag-intelligence-artificielle-2 tag-intelligibilite tag-memoire tag-ontologie tag-organisation tag-persistance tag-philosophie-de-la-nature tag-physique-fondamentale tag-systemes-adaptatifs tag-systemes-complexes tag-theorie-de-lemergence tag-theorie-des-systemes"> <h2 style="font-style:normal;font-weight:300;" class="alignwide wp-block-post-title has-var-wp-custom-typography-font-size-huge-clamp-2-25-rem-4-vw-2-75-rem-font-size"><a href="https://www.pauljorion.com/blog/2026/01/21/genesis-information-energie-et-emergence-quand-une-theorie-de-la-persistance-contraint-lunivers-par-paul-jorion-jean-baptiste-auxietre/" target="_self" ><b><em>GENESIS. Information, énergie et émergence : quand une théorie de la persistance contraint l’Univers</em></b>, par Paul Jorion & Jean-Baptiste Auxiètre</a></h2> <div class="wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-f56f613f wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:650px"><div class="wp-block-post-excerpt"><p class="wp-block-post-excerpt__excerpt"><a href="https://www.pauljorion.com/blog/2026/01/21/genesis-information-energie-et-emergence-quand-une-theorie-de-la-persistance-contraint-lunivers-par-paul-jorion-jean-baptiste-auxietre/"><p><img loading="lazy" decoding="async" class="aligncenter size-full wp-image-146612" src="https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-21-2026-10_31_02-AM.png" alt="" width="1024" height="1536" srcset="https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-21-2026-10_31_02-AM.png 1024w, https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-21-2026-10_31_02-AM-200x300.png 200w, https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-21-2026-10_31_02-AM-683x1024.png 683w, https://www.pauljorion.com/blog/wp-content/uploads/ChatGPT-Image-Jan-21-2026-10_31_02-AM-768x1152.png 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /></p> <p style="text-align: center;" data-start="153" data-end="986"><em>Illustration par ChatGPT</em></p> <p data-start="153" data-end="986">Ce livre est né d’un développement théorique inattendu. Ce qui avait commencé comme une enquête générale sur les conditions d’émergence de…</p></a> </p></div> <div style="font-style:italic;font-weight:400;" class="wp-block-post-date has-small-font-size"><a href="https://www.pauljorion.com/blog/2026/01/21/genesis-information-energie-et-emergence-quand-une-theorie-de-la-persistance-contraint-lunivers-par-paul-jorion-jean-baptiste-auxietre/"><time datetime="2026-01-21T11:13:59+01:00">janvier 21, 2026</time></a></div></div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div style="height:112px" aria-hidden="true" class="wp-block-spacer"></div> </li><li class="wp-block-post post-146592 post type-post status-publish format-standard hentry category-genesis category-intelligence-artificielle category-physique tag-genesis"> <h2 style="font-style:normal;font-weight:300;" class="alignwide wp-block-post-title has-var-wp-custom-typography-font-size-huge-clamp-2-25-rem-4-vw-2-75-rem-font-size"><a href="https://www.pauljorion.com/blog/2026/01/19/genesis-le-livre/" target="_self" ><b>« GENESIS » : le livre !</b></a></h2> <div class="wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-f56f613f wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:650px"><div class="wp-block-post-excerpt"><p class="wp-block-post-excerpt__excerpt"><a href="https://www.pauljorion.com/blog/2026/01/19/genesis-le-livre/"><p>Il serait prématuré d’en dire davantage mais GENESIS devrait paraître en livre chez un éditeur anglo-saxon de premier plan sous le titre de <em>GENESIS. Information, Energy, and Emergence: When a Theory of Persistence Constrains the Universe</em>, soit en français :</p> <p><em>GENESIS. Information, énergie et émergence : quand une théorie de la persistance contraint l’univers</em></p></a> </p></div> <div style="font-style:italic;font-weight:400;" class="wp-block-post-date has-small-font-size"><a href="https://www.pauljorion.com/blog/2026/01/19/genesis-le-livre/"><time datetime="2026-01-19T19:32:55+01:00">janvier 19, 2026</time></a></div></div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div style="height:112px" aria-hidden="true" class="wp-block-spacer"></div> </li><li class="wp-block-post post-146579 post type-post status-publish format-standard hentry category-genesis category-grands-modeles-de-langage category-intelligence-artificielle category-pribor tag-ai tag-ia tag-intelligence-artificielle-2 tag-llm tag-pribor-ai"> <h2 style="font-style:normal;font-weight:300;" class="alignwide wp-block-post-title has-var-wp-custom-typography-font-size-huge-clamp-2-25-rem-4-vw-2-75-rem-font-size"><a href="https://www.pauljorion.com/blog/2026/01/17/paul-jorion-ph-d-conseiller-en-intelligibilite-des-systemes-complexes/" target="_self" ><b>Paul Jorion Ph.D. Conseiller en intelligibilité des systèmes complexes</b></a></h2> <div class="wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-f56f613f wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:650px"><div class="wp-block-post-excerpt"><p class="wp-block-post-excerpt__excerpt"><a href="https://www.pauljorion.com/blog/2026/01/17/paul-jorion-ph-d-conseiller-en-intelligibilite-des-systemes-complexes/"><p>J’interviens lorsque des systèmes technologiques, organisationnels ou cognitifs fonctionnent sans être pleinement compris.</p> <p>Contact : <a href="mailto:pauljorion@gmail.com?subject=INTELLIGIBILITE" target="_blank" rel="noreferrer noopener">pauljorion@pribor.ai</a>.</p></a> </p></div> <div style="font-style:italic;font-weight:400;" class="wp-block-post-date has-small-font-size"><a href="https://www.pauljorion.com/blog/2026/01/17/paul-jorion-ph-d-conseiller-en-intelligibilite-des-systemes-complexes/"><time datetime="2026-01-17T23:27:08+01:00">janvier 17, 2026</time></a></div></div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div style="height:112px" aria-hidden="true" class="wp-block-spacer"></div> </li><li class="wp-block-post post-146505 post type-post status-publish format-standard hentry category-arts category-grands-modeles-de-langage category-intelligence-artificielle category-photographie tag-abondance-materielle tag-agi tag-amazon-robots tag-appartenance tag-armement-autonome tag-asi tag-automatisation tag-avenir-de-lhumanite tag-banques-dimages tag-bien-commun tag-capitalisme-numerique tag-chomage-technologique tag-compagnons-ia tag-concentration-du-pouvoir tag-controle-social tag-creativite tag-croissance-infinie tag-daniel-gilbert tag-de-coincidence tag-derniere-invention-humaine tag-diagnostics-medicaux-automatises tag-dopamine-et-addiction tag-droit-et-ia tag-drones-tueurs tag-esthetique tag-estime-de-soi tag-ethique-de-lia tag-francois-jullien tag-fusion-homme-machine tag-generation-dimages-et-de-videos tag-geoffrey-hinton tag-george-orwell tag-intelligence-artificielle-generale tag-interiorite tag-nineteen-eighty-four tag-normes-sociales tag-paradoxe-de-jevons tag-patrick-albert tag-perte-de-sens tag-philosophie-du-sujet tag-privatisation-de-la-technologie tag-productivite tag-propriete-de-lia tag-pyramide-de-maslow tag-realisation-de-soi tag-redefinition-de-lhumain tag-remplacement-des-metiers tag-retraite-et-inutilite tag-revenu-universel tag-risques-existentiels tag-robotisation tag-robots-au-japon tag-robots-humanoides tag-securite tag-sens-de-la-vie tag-societe-post-travail tag-superintelligence-artificielle tag-transhumanisme tag-travail-et-identite tag-utilite-sociale tag-vide-existentiel tag-workaholism"> <h2 style="font-style:normal;font-weight:300;" class="alignwide wp-block-post-title has-var-wp-custom-typography-font-size-huge-clamp-2-25-rem-4-vw-2-75-rem-font-size"><a href="https://www.pauljorion.com/blog/2026/01/06/de-coincidence-et-ia-episode-3-3-par-delphine-queme/" target="_self" ><b>Dé-coïncidence et IA : épisode 3/3</b>, par Delphine Quême</a></h2> <div class="wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-f56f613f wp-block-columns-is-layout-flex"> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:650px"><div class="wp-block-post-excerpt"><p class="wp-block-post-excerpt__excerpt"><a href="https://www.pauljorion.com/blog/2026/01/06/de-coincidence-et-ia-episode-3-3-par-delphine-queme/"><p class="p1"><img loading="lazy" decoding="async" class="aligncenter size-full wp-image-146487" src="https://www.pauljorion.com/blog/wp-content/uploads/Delphine-QUEME_Blue-room-2022.jpg" alt="" width="2000" height="1444" srcset="https://www.pauljorion.com/blog/wp-content/uploads/Delphine-QUEME_Blue-room-2022.jpg 2000w, https://www.pauljorion.com/blog/wp-content/uploads/Delphine-QUEME_Blue-room-2022-300x217.jpg 300w, https://www.pauljorion.com/blog/wp-content/uploads/Delphine-QUEME_Blue-room-2022-1024x739.jpg 1024w, https://www.pauljorion.com/blog/wp-content/uploads/Delphine-QUEME_Blue-room-2022-768x554.jpg 768w, https://www.pauljorion.com/blog/wp-content/uploads/Delphine-QUEME_Blue-room-2022-1536x1109.jpg 1536w" sizes="auto, (max-width: 2000px) 100vw, 2000px" /></p> <p style="text-align: center;"><em>« Blue room »</em> par <a href="https://www.delphinequeme.com/" target="_blank" rel="noopener">Delphine Quême, Photographe</a></p> <p class="p3"><b>4.2. Essai de prospective </b></p> <p class="p4">Posons un instant l’hypothèse d’une société où l’IA serait…</p></a> </p></div> <div style="font-style:italic;font-weight:400;" class="wp-block-post-date has-small-font-size"><a href="https://www.pauljorion.com/blog/2026/01/06/de-coincidence-et-ia-episode-3-3-par-delphine-queme/"><time datetime="2026-01-06T15:41:10+01:00">janvier 6, 2026</time></a></div></div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div style="height:112px" aria-hidden="true" class="wp-block-spacer"></div> </li></ul> <nav class="alignwide wp-block-query-pagination is-content-justification-space-between is-layout-flex wp-container-core-query-pagination-is-layout-e2853e1a wp-block-query-pagination-is-layout-flex" aria-label="Pagination"> <div class="wp-block-query-pagination-numbers"><span aria-current="page" class="page-numbers current">1</span> <a class="page-numbers" href="https://www.pauljorion.com/blog/category/intelligence-artificielle/page/2/">2</a> <a class="page-numbers" href="https://www.pauljorion.com/blog/category/intelligence-artificielle/page/3/">3</a> <span class="page-numbers dots">…</span> <a class="page-numbers" href="https://www.pauljorion.com/blog/category/intelligence-artificielle/page/60/">60</a></div> <a href="https://www.pauljorion.com/blog/category/intelligence-artificielle/page/2/" class="wp-block-query-pagination-next has-small-font-size">Page suivante<span class='wp-block-query-pagination-next-arrow is-arrow-arrow' aria-hidden='true'>→</span></a> </nav></main> </div> <footer class="wp-block-template-part"> <div class="wp-block-group is-layout-constrained wp-block-group-is-layout-constrained" style="padding-top:var(--wp--custom--spacing--large, 8rem)"> <div class="wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-group alignwide is-content-justification-space-between is-layout-flex wp-container-core-group-is-layout-f28da512 wp-block-group-is-layout-flex" style="padding-top:4rem;padding-bottom:4rem"><p class="wp-block-site-title"><a href="https://www.pauljorion.com/blog" target="_self" rel="home">Blog de Paul Jorion</a></p> <p class="wp-block-paragraph">©Paul Jorion</p> <p class="has-text-align-right wp-block-paragraph">Fièrement propulsé par <a href="https://fr.wordpress.org" rel="nofollow">WordPress</a></p> </div> </div> </div> </footer> </div> <script type="speculationrules"> {"prefetch":[{"source":"document","where":{"and":[{"href_matches":"/blog/*"},{"not":{"href_matches":["/blog/wp-*.php","/blog/wp-admin/*","/blog/wp-content/uploads/*","/blog/wp-content/*","/blog/wp-content/plugins/*","/blog/wp-content/themes/twentytwentytwo/*","/blog/*\\?(.+)"]}},{"not":{"selector_matches":"a[rel~=\"nofollow\"]"}},{"not":{"selector_matches":".no-prefetch, .no-prefetch a"}}]},"eagerness":"conservative"}]} </script>  <script async src="https://www.googletagmanager.com/gtag/js?id=G-PBV9XRPG80"></script> <script> window.dataLayer = window.dataLayer || []; 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