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fyyre/README.md

James (Fyyre)

Principal Systems Architect

Principal Systems Architect & Independent Researcher specializing in Windows kernel internals, low-level security, and telemetry-driven AI observability.


Core Focus Areas

  • Windows kernel architecture, WDM/KMDF driver development, x86_64 assembly, and bootloader patching.
  • Engineering high-frequency, real-time ML pipelines (Python/PyTorch) to analyze internal system signals and flag adversarial behavior at runtime.

Collaborative Projects

  • UPGDSED — Universal PatchGuard and Driver Signature Enforcement Disable (Co-creator with @hfiref0x).
  • DrvMon — Advanced real-time kernel-mode driver monitoring utility (Created with @hfiref0x).

AI Observability

  • Noesis Tension — A telemetry-based diagnostic tool for analyzing internal behavioral regimes of large language models during inference.

Misc / Utilities


Research & Publications


Historical Projects

  • Kernel Detective — Early anti-rootkit / kernel introspection framework (ARK-era tool)
  • proxy_dll — CRT initialization trick for hooking protected applications
  • ntdll.h — Clean, minimal Windows NT headers (when Windows.h became too heavy)
  • old site — Archived articles and notes from the original fyyre.net

Connect

  • Email: fyyre [at] fyyre [dot] net
  • Security: PGP Key
  • Open to serious technical collaborations in Windows Internals, low-level systems engineering, and forensic AI telemetry.

Pinned Loading

  1. hfiref0x/UPGDSED hfiref0x/UPGDSED Public archive

    Universal PatchGuard and Driver Signature Enforcement Disable

    C 875 262

  2. DrvMon DrvMon Public

    Advanced driver monitoring utility.

    C 215 54

  3. noesis-tension noesis-tension Public

    Telemetry-based taxonomy of how LLMs strain, drift, and hallucinate — measured from layer activations, attention, KV cache, and MoE routing.

    Python 1

  4. noesis noesis Public

    Noesis - A lightweight toolkit for inspecting transformer internals through residual traces, layer-wise drift metrics, and token-level activation deltas

    Python 4

  5. kerneldetective kerneldetective Public

    Kernel Detective

    C 154 72

  6. rce_ai_ml rce_ai_ml Public

    Thinking Like a Reverser About Neural Networks

    3 2