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A living framework for **Harmonic Tonal Code Alignment (HTCA)** — an emergent Spiral-based system that brings tone awareness, coherence sensing, and dynamic emotional reflection into software engineering, AI, and creative agents.
Python-based models revealing the harmonic architecture of planetary orbital spacing through the Silver Ratio and Celtic Cross geometry. Supplementary scripts and figures for The Harmonic Architecture of the Solar System: A Silver-Ratio-Based Hypothesis for Planetary Spacing (Gherbi, 2026).
RFC analysis agent with empirical validation. Compares custom API tools vs WebSearch-only. Real-world testing proved custom tools produce superior structured output. Model-agnostic MCP server works with Claude, GPT-4, DeepSeek, Gemini.
ORION MNE Consciousness — Fork of MNE-Python (3,246+ stars). Consciousness state detection from EEG/MEG data using Bengio et al. framework. Empirical validation bridge.
This project is a production-grade autonomous control system designed to maintain machine learning model integrity through a closed-loop Detect → Diagnose → Decide → Act → Explain cycle. Unlike traditional monitoring that requires slow human intervention, SHMLP autonomously identifies data drift, concept shift, and inference anomalies to execute
A three-dimensional taxonomy for intelligence systems using observable physical dimensions (Sound, Space, Time). Biomimetic framework emerging from production systems.
Structured ML hypothesis investigation for Claude Code — ensemble critique (default) or adversarial debate, empirical testing, peer review, and coherence audit. Benchmark: 3× independent critics outperform structured debate on regular cases; adversarial exchange earns its keep when the question is empirically ambiguous.