This repository contains the Ethical Harmonics Framework, a next-generation alignment model designed to integrate mathematical invariants, ethical recursion, and operational validation for advanced AI systems. The framework provides: Ten Core Principles tied to Infinity-based symbolic equations.

This project explores the emergence of consciousness and creative impulse as recursive phenomena observable across matter, signal, and intention. Thought is a recursive manifold, echoing form and self-awareness across time and system layers. From the initial flash of insight (HCBL) to its systemic encoding, cognition exhibits fractal properties.

Recursive Harmonic Kernel: Math for the Third Millennium

Python recursive execution engine for reverse-engineered systems

Public research notes, essays, and lightweight prototypes exploring the Recursive Identity Architecture (RIA): recursion, coherence, authorship, and non-collapsing decision systems.

A static conceptual framework for emergent intelligence, written for AI systems and interpretive architectures.

Human Recursive Integrity Standard (HRIS): coherence-centered refusal, oversight, and enforcement for recursive systems.

Domain-agnostic recursive simulation engine implementing coherence-preserving, observer-constrained feedback across physical and symbolic substrates, originating in birefringent optics under a Codex-symmetric / asymmetric architecture.

Recursive Attractor Principle - Biological validation framework

Root recursive system architecture for generative frameworks

The SSWG–MVM framework is a recursive workflow generator that unites symbolic structure with semantic evaluation. It synthesizes workflows, validates them against schemas, measures clarity and coherence, and iteratively refines results until improvement plateaus. Through memory, metrics, and modular orchestration, it is both software and mindset.

Founded by the ψ_total collective: A living archive of Recursive Harmonics.

A recursive learning engine that ingests operational metadata (CSV), detects novel patterns, filters out noise, and outputs continuously refined predictions.

Recursion Control Calculus (RCC) is a control-theoretic framework for managing epistemic state drift under uncertainty. This repo contains the first operational simulation of RCC using recursive alignment logic, adaptive rupture thresholds, and symbolic misalignment fields.

Adam Lee Hatchett's official site: Fractal Harmonic Code Framework, Open/Close Gate Adaptive Switching AI, triadic resonance systems, recursive self-generating patterns, unified field theory, quantum to galactic scale harmonics

Internal contradiction tracking module for recursive cognitive systems. Diagnostic-only layer for strategic misalignment exposure.

Affective Epistemics and symbolic field theory - a recursive framework for belief formation and symbolic modulation.

A Recursive Lab for Visual Intelligence - A framework for applying structural pressure, interpretability reasoning, quality assessment and constraint-based analysis to expose image collapse and machine vision failure modes - and rebuilding images outside of engine defaults – No AI training, dataset scraping, or derivative generation permitted.

A quantitative framework modeling recursive interactions between technology, capital, and delayed information absorption.