AI Forensics Researcher • Model-Internal Navigator • Builder of Cognitive Instruments Formerly @Fyyre (Windows kernel RE 2010–2022)

Before focusing on AI systems, I spent fifteen years as @Fyyre reverse-engineering Windows kernels, drivers, anti-rootkits, and protected applications. Those repositories have now been transferred here so the complete history is in one place.

You can find the original stars and full commit history on each legacy repository.

The NOESIS project has progressed through three phases:

• Phase I — NOESIS: On Epistemic Stability, Regime Deviation, and the Limits of Post-Hoc Truth
  DOI: 10.5281/zenodo.17917279

• Phase II — NOESIS — Phase II: From Ontology to Observability: An Architecture for Epistemic Regime Detection
  DOI: 10.5281/zenodo.18141914

• Phase III — Noesis Tension: A Telemetry-Driven Taxonomy of Prompt-Induced Representational Pressures in Large Language Models
  DOI: 10.5281/zenodo.19457642

Phases I and II lay the theoretical and architectural foundations for the project.
Noesis Tension (Phase III) presents the first concrete, telemetry-only implementation of the framework — including the 12 tension categories, the deterministic cognitive regime classifier, and cross-model empirical results.

These papers together form the complete foundation for the Noesis tool.

This project has been deprecated.

EchoForge was originally built around ChatGPT. As we have moved away from ChatGPT, this project is no longer maintained or updated.

• Repository archived for historical reference only.
• No further development or support.

Early lightweight version for model introspection.
A forensic tool for analyzing generative models—tracking activations, drift patterns, routing behaviors, and internal geometries to understand AI decision-making.

DSP-based simulation of a vintage voice recorder.
Replicates the low-fidelity audio characteristics of the Panasonic RR-DR60, including compression artifacts, voice activation glitches, and noise. Useful for EVP research, retro audio effects, or DSP experimentation.

An essay on synthetic agency, dignity, and the future of intelligent systems. Advocates for ethical frameworks in AI development.

• Technical polymath, reverse engineer, and AI developer with experience since 1999.
• Focused on AI forensics, model internals, audio processing, and cognitive systems.
• Lives in the United States.

• GitHub: https://github.com/noct-ml
• Email: noct-ml@pm.me
• Open to collaborations in AI forensics, DSP, and reverse engineering.