I operate at the intersection of hardware constraints, operating system security, and advanced behavioral telemetry. My background spans 18+ years of reverse engineering, Windows kernel internals, and designing real-time state verification frameworks.
- 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.
- UPGDSED — Universal PatchGuard and Driver Signature Enforcement Disable (Co-creator with @hfiref0x).
- DrvMon — Advanced real-time kernel-mode driver monitoring utility.
- Thinking Like a Reverser About Neural Networks — Bridging the gap between reverse engineering and AI.
- NOESIS: Phase I - On Epistemic Stability, Regime Deviation, and the Limits of Post-Hoc Truth
- NOESIS: Phase II - From Ontology to Observability: An Architecture for Epistemic Regime Detection
- NOESIS Tension - Telemetry-Driven Taxonomy of Prompt-Induced Representational Pressures in Large Language Models
- 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.

