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TNFR AI Agent
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chore: bump version to 0.0.3.3
Version bump across 20 files (pyproject.toml, _version.py, CITATION.cff, .zenodo.json, AGENTS.md, CHANGELOG.md, and 14 documentation files). Historical references to 0.0.3.2 preserved in CHANGELOG, factorization-lab, and simple.py.
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.github/agents/my-agent.md

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## Theoretical Framework for Coherent Pattern Analysis
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**Status**: Primary theoretical reference document
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**Version**: 0.0.3.2 (March 2026)
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**Version**: 0.0.3.3 (March 2026)
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**Authority**: This repository contains the current implementation of TNFR theory
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**Repository**: https://github.com/fermga/TNFR-Python-Engine
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**PyPI Package**: https://pypi.org/project/tnfr/
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**Version**: 0.0.3.2 \n**Last Updated**: 2026-03-06 \n**Status**: CANONICAL - Primary reference for TNFR agent guidance \n**PyPI Release**: STABLE - Available via `pip install tnfr` \n**Production Ready**: Complete Tetrad Fields + Unified Grammar U1-U6 + Simplified SDK + Grammar-Aware Dynamics + Structural Conservation Theorem + Integrity Monitor
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**Version**: 0.0.3.3 \n**Last Updated**: 2026-03-07 \n**Status**: CANONICAL - Primary reference for TNFR agent guidance \n**PyPI Release**: STABLE - Available via `pip install tnfr` \n**Production Ready**: Complete Tetrad Fields + Unified Grammar U1-U6 + Simplified SDK + Grammar-Aware Dynamics + Structural Conservation Theorem + Integrity Monitor
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.zenodo.json

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{
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"title": "TNFR-Python-Engine: Resonant Fractal Nature Theory Implementation",
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"description": "Canonical computational implementation of TNFR - a paradigm shift from modeling 'things' to modeling coherent patterns that persist through resonance. This Python package provides the complete TNFR physics engine including the 13 structural operators, unified grammar validation (U1-U6), and the four canonical structural fields (Φ_s, |∇φ|, K_φ, ξ_C). Features include: nodal equation dynamics (∂EPI/∂t = νf·ΔNFR), structural potential confinement, phase synchronization, and multi-scale coherence analysis.",
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"version": "0.0.3.2",
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"publication_date": "2026-03-06",
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"version": "0.0.3.3",
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"publication_date": "2026-03-07",
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"doi": "10.5281/zenodo.17602860",
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"creators": [
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{

AGENTS.md

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## Theoretical Framework for Coherent Pattern Analysis
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**Status**: Primary theoretical reference document
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**Version**: 0.0.3.2 (March 2026)
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**Version**: 0.0.3.3 (March 2026)
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**Authority**: This repository contains the current implementation of TNFR theory
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**Repository**: https://github.com/fermga/TNFR-Python-Engine
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**PyPI Package**: https://pypi.org/project/tnfr/
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**Version**: 0.0.3.2
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**Version**: 0.0.3.3
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**Last Updated**: 2026-03-07
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**Status**: CANONICAL - Primary reference for TNFR agent guidance
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**PyPI Release**: STABLE - Available via `pip install tnfr`

ARCHITECTURE.md

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# TNFR Python Engine - Architecture Guide
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**Version**: 0.0.3.2
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**Version**: 0.0.3.3
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**Status**: Production-ready framework with mathematical foundations
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**Foundation**: Universal Tetrahedral Correspondence (φ↔Φ_s, γ↔|∇φ|, π↔K_φ, e↔ξ_C)
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CHANGELOG.md

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All notable changes to this project will be documented in this file.
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## [0.0.3.3] - 2026-03-07
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### Documentation Audit (Sessions 1-4)
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- **Comprehensive tone audit**: Removed speculative/grandiose language across 25+ files
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- **TNFR_RIEMANN_RESEARCH_NOTES.md**: Reduced from 2679 to 1499 lines (removed unfounded claims)
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- **AGENTS.md**: Fixed 'inevitability' → 'derivation strength', updated conservation test count (62 → 88), verified all 40+ cross-reference links
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- **Synced .github/agents/my-agent.md** with AGENTS.md corrections
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- **Updated test counts** to 1,655 across 8 files
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- **Removed orphaned file**: src/train_gmx_optimizer.py
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- **Fixed contradictions** between AGENTS.md and theory/ documents
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- **Validated**: 1653 passed, 2 skipped
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## [0.0.3.2] - 2026-03-06
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### Documentation & Consistency Fixes

CITATION.cff

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title: "TNFR-Python-Engine: Resonant Fractal Nature Theory Implementation"
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message: "If you use this software, please cite it as below."
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type: software
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version: "0.0.3.2"
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date-released: "2026-03-06"
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version: "0.0.3.3"
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date-released: "2026-03-07"
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authors:
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- given-names: "F. F. Martinez Gamo"
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family-names: ""

CONTRIBUTING.md

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# Contributing to TNFR
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**Version**: 0.0.3.2
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**Version**: 0.0.3.3
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**Status**: Complete theoretical framework with Universal Tetrahedral Correspondence
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**Authority**: Canonical constants derived from TNFR theory
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**Quality**: Production-ready with 1,655 tests (1,646 passing, 9 skipped)

LICENSE.md

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author = {Martinez Gamo, F. F.},
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title = {TNFR-Python-Engine: Resonant Fractal Nature Theory Implementation},
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year = {2025},
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version = {0.0.3.2},
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version = {0.0.3.3},
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doi = {10.5281/zenodo.17602860},
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url = {https://github.com/fermga/TNFR-Python-Engine}
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}

README.md

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author = {Martinez Gamo, F. F.},
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title = {TNFR-Python-Engine: Resonant Fractal Nature Theory Implementation},
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year = {2025},
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version = {0.0.3.2},
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version = {0.0.3.3},
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doi = {10.5281/zenodo.17602860},
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url = {https://github.com/fermga/TNFR-Python-Engine}
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}

TESTING.md

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**Last Updated**: November 2025
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**Version**: 0.0.3.2
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**Version**: 0.0.3.3

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