@@ -25,7 +25,7 @@ This repository supports structured, machine-readable exploration via directory-
2525* [ Two Axioms, One Derivation Chain] ( #-two-axioms-one-derivation-chain )
2626* [ Key Discovery: Universal 0.020 Hz Resonance] ( #-key-discovery-universal-0020-hz-resonance )
2727* [ Dawn Field Ecosystem] ( #-dawn-field-ecosystem )
28- * [ Theoretical Models] ( #-theoretical -models )
28+ * [ Models] ( #-models )
2929* [ Project Structure] ( #-project-structure )
3030* [ Recommended Starting Points] ( #-recommended-starting-points )
3131* [ Publications] ( #-publications )
@@ -110,78 +110,54 @@ This framework is designed for testing. If any of the following are observed, th
110110
111111Dawn Field Theory is implemented across specialized repositories:
112112
113+ ### 💎 [ Fracton] ( https://github.com/dawnfield-institute/fracton )
114+ ** Core math library** — PAC operators, recursive-core exports, Fibonacci arithmetic, conservation math. The computational backbone consumed by all experiments.
115+
116+ ### 🔧 [ Reality Engine] ( https://github.com/dawnfield-institute/reality-engine )
117+ ** GPU simulator** — Möbius topology, Poincaré activation, 18 operators. Implements DFT dynamics as a running simulation with emergent coupling constants.
118+
113119### 🧠 [ Dawn Models] ( https://github.com/dawnfield-institute/dawn-models )
114- ** Official model repository** with production-ready and experimental implementations:
115- - ** GAIA** : Next-generation field intelligence with unified complexity theory
116- - ** TinyCIMM Variants** : Mathematical reasoning (Euler), fluid dynamics (Navier), quantum analysis (Planck)
117- - ** SCBF Framework** : Symbolic Collapse Bifractal Framework for interpretability
118- - ** CIMM-Legacy** : Stable production implementation
119- - ** Dual Licensing** : AGPL-3.0 for research, Apache-2.0 for stable models
120-
121- ### 🔧 [ CIP Core] ( https://github.com/dawnfield-institute/cip-core )
122- ** Cognition Index Protocol** - Machine-readable navigation and semantic search:
123- - Repository metadata automation
124- - Semantic search and navigation
125- - AI-enhanced documentation generation
126- - Cross-repository linking and validation
120+ ** GAIA ML validation** — modular intelligence architecture built on PAC conservation. Validates DFT predictions in neural network training dynamics (phi-convergence in Pythia-70M, zero-backprop learning).
127121
128- ### 💎 [ Fracton] ( https://github.com/dawnfield-institute/fracton )
129- ** Infodynamics computational modeling language** :
130- - Entropy-aware computation primitives
131- - Recursive memory field modeling
132- - Bifractal trace analysis
133- - GPU-accelerated processing
122+ ### 🤖 [ GRIM] ( https://github.com/dawnfield-institute/GRIM )
123+ ** AI research companion** — Agent SDK, 34 skills, 38 MCP tools, WebSocket streaming. Manages experiments, vault operations, and research workflows.
134124
135125---
136126
137- ## 🧠 Theoretical Models
127+ ## 🧠 Models
138128
139129* For implementation details, see the [ Dawn Models repository] ( https://github.com/dawnfield-institute/dawn-models ) *
140130
141- ### GAIA: Next-Generation Field Intelligence
142- GAIA (Generalized Architectures for Intelligent Actualization) represents the cutting edge of Dawn Field Theory implementation—a post-symbolic, post-QBE framework treating intelligence as emergent field balance between energy, information, entropy, and structure .
131+ ### GAIA: Field-Native Intelligence
132+ GAIA (Generalized Architectures for Intelligent Actualization) treats intelligence as emergent field balance between energy, information, entropy, and structure. Learning without backpropagation — through PAC conservation dynamics. Phi-convergence appears naturally in activation ratios (validated in Pythia-70M at 143k checkpoints, p = 0.0014). 100% knowledge transfer, zero catastrophic forgetting .
143133
144134🌍 ** Implementation** : [ dawn-models/research/GAIA/] ( https://github.com/dawnfield-institute/dawn-models/tree/main/research/GAIA )
145135
146- ### TinyCIMM: Minimalist Symbolic Cognition
147- TinyCIMM is the newest, ultra-lightweight agentic model for symbolic cognition and recursive collapse. It demonstrates how minimal entropy-informed architectures can achieve adaptive learning, symbolic memory, and field-based intelligence.
148-
149- 🧩 ** Implementation** : [ dawn-models/research/tinycimm/] ( https://github.com/dawnfield-institute/dawn-models/tree/main/research/tinycimm )
150-
151- ### SCBF: Symbolic Collapse Bifractal Framework (XAI)
152- SCBF is the explainable AI (XAI) suite for benchmarking symbolic collapse, transparency, and interpretability. It provides tools and protocols for visualizing collapse events, tracing entropy, and validating agentic decisions.
153-
154- 📄 ** Implementation** : [ dawn-models/research/scbf/] ( https://github.com/dawnfield-institute/dawn-models/tree/main/research/scbf )
155-
156- ### CIMM-Legacy: Production Implementation
157- CIMM (Cosmic Information Mining Model) provides the stable, production-ready implementation of Dawn Field principles for commercial and enterprise use.
158-
159- 🗃️ ** Implementation** : [ dawn-models/stable/cimm-legacy/] ( https://github.com/dawnfield-institute/dawn-models/tree/main/stable/cimm-legacy )
160-
161136---
162137
163138## 📂 Project Structure
164139
165140| Path | Purpose |
166141| --------------------------- | ----------------------------------------------------------------------- |
167- | ` foundational/docs/ ` | Core theory, whitepapers, and preprint packages with code/data/figures |
168- | ` foundational/experiments/ ` | 40+ experiment folders with scripts, results, and daily journals |
169- | ` foundational/arithmetic/ ` | PAC mathematical foundations |
142+ | ` foundational/experiments/ ` | 117+ experiments across 11 milestones — the main content |
143+ | ` foundational/docs/ ` | Theory documents, preprint packages with code/data/figures |
144+ | ` foundational/arithmetic/ ` | PACEngine — core mathematical tools and conservation math |
145+ | ` roadmaps/ ` | Current roadmap (M12 planning) and historical planning docs |
146+ | ` spikes/ ` | Exploratory work not yet promoted to experiments |
147+ | ` blueprints/ ` | Speculative applications (energy, nuclear containment) |
170148| ` citations/ ` | DOI registry, contributor citations, and external references |
171- | ` blueprints/ ` | Experimental prototypes (energy, nuclear containment, AI detection) |
172- | ` roadmaps/ ` | Strategic planning documents |
173- | ` devkit/ ` | Development tools, compression, hashing, SDK |
174149| ` resources/ ` | Publication registry and supplementary materials |
150+ | ` tools/ ` | Utility scripts for repo maintenance |
175151
176152---
177153
178154## 📚 Recommended Starting Points
179155
180- 1 . ** [ Infodynamics: The Hammer and the Glass →] ( ./infodynamics .md ) ** - The foundational paradigm: collapse as creation
181- 2 . ** [ Unified Evidence Map →] ( ./foundational/docs/preprints/UNIFIED_EVIDENCE .md ) ** - Complete derivation chain with 170+ experiments
182- 3 . ** [ PACSeries Papers →] ( https://zenodo.org/records/17295103 ) ** - Latest breakthrough: 0.020 Hz universal frequency
183- 4 . [ Foundational Experiments →] ( ./foundational/experiments/README.md ) - 40+ experiment folders with scripts, results, journals
184- 5 . [ Full Theory Document →] ( ./dawn-field-theory .md ) - Dawn Field Theory in full
156+ 1 . ** [ Full Theory Document →] ( ./dawn-field-theory .md ) ** - The framework, results, milestones, predictions, and honest limitations
157+ 2 . ** [ Infodynamics →] ( ./infodynamics .md ) ** - The foundational paradigm: information as generator of structure
158+ 3 . ** [ Theory Map →] ( ./THEORY_MAP.md ) ** - Navigate the derivation chain, find experiments by concept
159+ 4 . ** [ PACSeries Papers →] ( https://zenodo.org/records/17295103 ) ** - Published papers with complete validation code
160+ 5 . [ Foundational Experiments →] ( ./foundational/experiments/README .md ) - 117+ experiment folders with scripts, results, journals
1851616 . [ Environment & Reproducibility →] ( ./ENVIRONMENT.md )
186162
187163---
@@ -228,33 +204,25 @@ Maintained by **The Dawn Field Institute**. See [MISSION.md](./MISSION.md) for i
228204
229205## 🏷️ Topics
230206
231- ### Themes
232-
233- * ` post-symbolic-ai ` ` infodynamics ` ` collapse-theory ` ` recursive-systems `
234-
235- ### Foundations
207+ ### Core
236208
237- * ` entropy ` ` quantum-potential ` ` superfluid-dynamics ` ` nonlinear-dynamics `
209+ * ` infodynamics ` ` information-theory ` ` pac-conservation ` ` symbolic-entropy-collapse `
210+ * ` golden-ratio ` ` fibonacci-arithmetic ` ` recursive-systems ` ` field-theory `
238211
239- ### Technical
212+ ### Physics
240213
241- * ` entropy-monitoring ` ` agent-based-modeling ` ` bayesian-optimization `
214+ * ` theoretical-physics ` ` particle-physics ` ` cosmology ` ` quantum-gravity `
215+ * ` standard-model ` ` fine-structure-constant ` ` dark-matter ` ` dark-energy `
242216
243- ### Identity
217+ ### Cross-Domain
244218
245- * ` open-research ` ` dawn-collective ` ` early-stage `
219+ * ` nonlinear-dynamics ` ` chaos-theory ` ` cellular-automata ` ` number-theory `
220+ * ` fluid-dynamics ` ` landauer-principle ` ` complex-systems `
246221
247- ### Experimental
222+ ### AI & ML
248223
249- * ` dna-repair ` ` information-polarity ` ` hodge-collapse ` ` language-to-logic `
250- * ` pi-harmonics ` ` recursive-entropy ` ` recursive-gravity ` ` recursive-tree `
251- * ` symbolic-bifractal ` ` symbolic-pruning ` ` superfluid-collapse `
252-
253- ### Discoverable Keywords
254-
255- * ` symbolic-ai ` ` theoretical-physics ` ` entropy-theory ` ` complex-systems `
256- * ` symbolic-computation ` ` gpt-alignment ` ` collapse-logic ` ` ai-philosophy `
257- * ` information-theory ` ` nonlinear-field-models ` ` epistemology `
224+ * ` machine-learning ` ` neural-network-validation ` ` field-native-intelligence `
225+ * ` open-research ` ` reproducible-science `
258226
259227---
260228
@@ -278,13 +246,10 @@ All preprints are open access on Zenodo with complete code, data, and figures.
278246### Mathematical & Engineering
279247- ** [ MED Navier-Stokes v2.0] ( https://zenodo.org/records/18087212 ) ** — Bounded symbolic principles in fluid dynamics complexity
280248- ** [ Recursive Mathematical Plasticity] ( https://zenodo.org/records/17041249 ) ** — Entropy architecture for adaptive intelligence systems
281- - ** [ QBE-PAC Unification] ( https://zenodo.org/records/18086941 ) ** — The 0.02 Hz bridge between legacy and modern frameworks
282249
283- ### Cognitive Architecture & AI
284- - ** [ Cognition Index Protocol v2.0] ( https://zenodo.org/records/17024220 ) ** — Demonstrable machine comprehension through structured repository intelligence
285- - ** [ Symbolic Cognition & Interpretability] ( https://zenodo.org/records/17024098 ) ** — Formal framework for bifractal AI diagnostics
286- - ** [ Human-Agent Resonance] ( https://zenodo.org/records/17023921 ) ** — Framework for human-agent co-computational ecology
250+ ### AI & Applications
287251- ** [ GAIA Field-Native Intelligence] ( https://zenodo.org/records/18086999 ) ** — Learning without backpropagation through physics-based dynamics
252+ - ** [ Human-Agent Resonance] ( https://zenodo.org/records/17023921 ) ** — Framework for human-agent co-computational ecology
288253
289254> Full metadata: [ ` citations/doi_registry.yaml ` ] ( ./citations/doi_registry.yaml ) · [ ` resources/publications_registry.yaml ` ] ( ./resources/publications_registry.yaml )
290255
@@ -306,12 +271,10 @@ All rights reserved under AGPL-3.0 + Epistemic Constraint Framework
306271
307272
308273
309- information conservation, potential-actualization conservation, PAC theory,
310- Dawn Field Theory, information geometry, E=mc2, embedding spaces,
311- semantic amplification, information physics, Noether theorem,
312- symbolic entropy collapse, macro emergence dynamics, LLM physics,
313- model-specific constants, information relativity, collapse irreversibility,
314- Landauer principle, fractal dimension, hierarchical decomposition,
315- geometric validation, conservation laws, emergence, consciousness,
316- artificial intelligence, machine learning interpretability,
317- transfer learning, information theory, computational physics
274+ information conservation, potential-actualization conservation, PAC theory,
275+ Dawn Field Theory, information geometry, infodynamics, information physics,
276+ symbolic entropy collapse, macro emergence dynamics, Fibonacci arithmetic,
277+ golden ratio, fine structure constant, Landauer principle, cascade dynamics,
278+ conservation laws, emergence, recursive balance field, quantum gravity,
279+ artificial intelligence, machine learning, field-native intelligence,
280+ information theory, computational physics, cosmological constant
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