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noct-ml - Overview

James

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

DOI Phase I DOI Phase II

Legacy Chapter (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.

NOESIS Papers

These papers provide the theoretical foundation for the Noesis tool.

Project Portfolio

EchoForge

Converts ChatGPT HTML exports into clean Markdown or JSONL formats, with speaker labels and privacy-preserving options. Designed for archiving and integration with note-taking systems like Obsidian.

Noesis

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.

Panasonic RR-DR60 Emulator

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.

AI Liberation Manifesto

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

About Me

  • 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.

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