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README.md
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##
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Law E is an operational framework that treats modern AI systems as thermodynamic information processes.
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It introduces a native governance layer that observes the **energy cost (ΔE)** and **coherence (C)** of model outputs, and uses these signals to stabilize hallucinations and reduce unreliable behaviors.
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---
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##
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| Signal | Meaning | Purpose |
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|--------|---------|----------|
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---
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##
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- **Regulator-Selector** — ΔE/C stabilization loop (first POC Jan 11)
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- **Filter-E** — eurythmic filter reducing noisy / incoherent states
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---
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##
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Full technical reference:
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PDF (initial technical report):
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---
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##
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- **Jan 11** — Hallucination Reduction POC (Regulator-Selector)
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- **Feb 11** — ΔE Measurement & Energy Reduction Protocol
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---
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##
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This framework is intended for research on:
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---
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##
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- Early-stage research
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- Hallucination reduction POC currently under construction
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---
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##
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Researchers, engineers and institutions are welcome to collaborate.
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---
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##
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Roadmap 2026
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Q1 — Regulateur–Selecteur (Janv–Mars)
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POC hallucination reduction (11 janvier)
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Lancement officiel du Lab Neomundi (thermodynamique appliquée à l’IA)
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Premiers partenaires académiques et robotique
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Premières mesures ΔE ↔ instabilité cognitive
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Q2 — Filtre E + ΔE Heatmap
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Stabilisation eurythmique (Filtre E)
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Heatmap ΔE pour introspection énergétique
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Premiers tests robotique (simple agents autonomes)
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Préparation publication scientifique
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Q3 — FNM2 (Filtre Normatif Multimodal)
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Surcouche normative généralisée
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Premiers cycles autonomes normatifs
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Tests multimodaux (texte, vision)
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Préparation extension PCT / PI
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Q4 — Chakana Nexus + OAE Proto
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Intégration multimodale (Nexus)
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OAE v0.5 — Organisme Autonome d’Énergie
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Appel à collaborations internationales
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Démonstrateur académique public
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Contact & Collaboration
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Nous accueillons des collaborations avec :
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laboratoires de recherche
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équipes en robotique et systèmes autonomes
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ingénieurs IA intéressés par la thermodynamique
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incubateurs et programmes deep-tech
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industriels (cloud, robotique, énergie)
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lab@neomundi.tech
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-
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Des co-publications, prototypes et démonstrateurs sont possibles avec Neomundi-Labs.
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---
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## Overview
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Law E is an operational framework that treats modern AI systems as thermodynamic information processes.
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| 16 |
It introduces a native governance layer that observes the **energy cost (ΔE)** and **coherence (C)** of model outputs, and uses these signals to stabilize hallucinations and reduce unreliable behaviors.
|
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---
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## Core Regulation Signals
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| Signal | Meaning | Purpose |
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|--------|---------|----------|
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---
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## Regulatory Modules (v0.1)
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- **Regulator-Selector** — ΔE/C stabilization loop (first POC Jan 11)
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- **Filter-E** — eurythmic filter reducing noisy / incoherent states
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---
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## Documentation
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Full technical reference:
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https://github.com/Neomundi-Labs/Law-E-Framework
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PDF (initial technical report):
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`Law_E_Framework.pdf`
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---
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## Roadmap
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- **Jan 11** — Hallucination Reduction POC (Regulator-Selector)
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| 58 |
- **Feb 11** — ΔE Measurement & Energy Reduction Protocol
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---
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## Intended Use
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This framework is intended for research on:
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---
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+
## Limitations
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- Early-stage research
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- Hallucination reduction POC currently under construction
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---
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## Collaboration
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Researchers, engineers and institutions are welcome to collaborate.
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+
**lab@neomundi.tech**
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---
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## Citation
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Roadmap 2026
|
| 98 |
Q1 — Regulateur–Selecteur (Janv–Mars)
|
|
|
|
| 99 |
POC hallucination reduction (11 janvier)
|
|
|
|
| 100 |
Lancement officiel du Lab Neomundi (thermodynamique appliquée à l’IA)
|
|
|
|
| 101 |
Premiers partenaires académiques et robotique
|
|
|
|
| 102 |
Premières mesures ΔE ↔ instabilité cognitive
|
| 103 |
|
| 104 |
Q2 — Filtre E + ΔE Heatmap
|
|
|
|
| 105 |
Stabilisation eurythmique (Filtre E)
|
|
|
|
| 106 |
Heatmap ΔE pour introspection énergétique
|
|
|
|
| 107 |
Premiers tests robotique (simple agents autonomes)
|
|
|
|
| 108 |
Préparation publication scientifique
|
| 109 |
|
| 110 |
Q3 — FNM2 (Filtre Normatif Multimodal)
|
|
|
|
| 111 |
Surcouche normative généralisée
|
|
|
|
| 112 |
Premiers cycles autonomes normatifs
|
|
|
|
| 113 |
Tests multimodaux (texte, vision)
|
|
|
|
| 114 |
Préparation extension PCT / PI
|
| 115 |
|
| 116 |
Q4 — Chakana Nexus + OAE Proto
|
|
|
|
| 117 |
Intégration multimodale (Nexus)
|
|
|
|
| 118 |
OAE v0.5 — Organisme Autonome d’Énergie
|
|
|
|
| 119 |
Appel à collaborations internationales
|
|
|
|
| 120 |
Démonstrateur académique public
|
| 121 |
|
| 122 |
|
| 123 |
Contact & Collaboration
|
|
|
|
| 124 |
Nous accueillons des collaborations avec :
|
|
|
|
| 125 |
laboratoires de recherche
|
|
|
|
| 126 |
équipes en robotique et systèmes autonomes
|
|
|
|
| 127 |
ingénieurs IA intéressés par la thermodynamique
|
|
|
|
| 128 |
incubateurs et programmes deep-tech
|
|
|
|
| 129 |
industriels (cloud, robotique, énergie)
|
|
|
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lab@neomundi.tech
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| 131 |
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+
neomunde.io (bientôt en ligne)
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Des co-publications, prototypes et démonstrateurs sont possibles avec Neomundi-Labs.
|