Technical Specialist at Apple by day, self-hosting and reverse engineering the rest of the time. Linux, infrastructure, hardware, and LLMs.

I build working systems by orchestrating AI agents. The agents write the code; I own the architecture, integration, and validation.

Proxmox VE · LXC · TrueNAS · ZFS · Cloudflare Tunnel · local LLMs

My documented self-hosted infrastructure: 18 active LXC containers, 19 active reverse-proxy hosts, a TrueNAS ZFS mirror, daily health checks, and local LLM inference on 2× NVIDIA Quadro P5000 GPUs. The documentation was last audited against the live stack on September 10, 2026.

Python · PyQt6 · Linux · hardware telemetry · reverse engineering

Reverse-engineered SMU telemetry and controls for AMD Granite Ridge, supporting the Ryzen 7 9800X3D and Ryzen 9 9950X3D. It includes profile-specific maps for the undocumented 457-float and 613-float PM tables, a dense HWiNFO-style dashboard, CLI controls, fail-closed hardware guards, and audit scripts that verify documentation against system sensors.

The 9950X3D support, real-hardware validation, and new dashboard were contributed by Thomas Pöchtrager.

Telemetry map · 9950X3D findings · Credits · Dumps from other Zen 5 parts are very welcome

Debian 13 · supergfxctl · asusctl · Shell

Automated installation of ASUS laptop management tools, backed by prerequisites, step-by-step setup, command-level troubleshooting, clean removal instructions, and known limitations.

World of Warcraft · database · character planner

A database with around 116,000 cross-linked records covering items, spells, quests, NPCs, instances, professions, and achievements. Instant search is paired with a planner that automatically gears a complete character, including enchants and gems. The deployment remains online, but the project is no longer actively maintained.

PyTorch · LLM quantization · WikiText-103

Native pentanary {-2, -1, 0, +1, +2} quantization for LLMs. It improves perplexity by 6.4% over ternary BitNet at 124M parameters across three seeds. The advantage does not survive at 345M parameters, and the scaling investigation documents why.

Paper · Model

PyTorch · post-training quantization · AWQ · WikiText-103

An investigation into the limits of shift-based post-training quantization. No 7-value grid escapes the coverage/gap tradeoff; AWQ recovers 22% at equal compression, and the grid and AWQ gains are 93.6% orthogonal.

Paper

• Lyon Transit Viewer: real-time TCL network visualization and multimodal routing with React, TypeScript, MapLibre, and SpacetimeDB.
• Hub'Eau: French tap-water quality search and comparison by commune, built with Next.js, TypeScript, and the Hub'Eau API.
• HID Nintendo LED: automatic player LED assignment for Nintendo-licensed Bluetooth controllers, published on the Arch User Repository.
• Seerr Webhook: removes Seerr entries when the corresponding media is deleted from Radarr or Sonarr.
• ZorkoPower: GNOME Shell controls and profile synchronization for ASUS ROG laptops using asusctl.
• TapTracker: browser-based click-speed and keyboard-input analysis.
• Thermal Dash: real-time CPU and GPU temperature dashboard with history and configurable backgrounds.

Proxmox · LXC · Docker · TrueNAS/ZFS · Cloudflare Zero Trust · Nginx · Python · Shell · TypeScript · React · PyTorch · Ghidra