PentaNet
Native pentanary {-2,-1,0,+1,+2} quantization for LLMs — −6.4% perplexity vs BitNet at 124M params while preserving zero-multiplier arithmetic.
PyTorchTritonAVX2
Build.
Reverse.
Quantize.
Self-taught maker. LLM quantization research, AMD reverse engineering, Linux drivers and a Proxmox homelab — all open source, all self-hosted, this site included.
15 projectsML researchreverse engineeringself-hosted
AI & Research// 3 projects
ShiftQuant
Analyzing the limits of shift-based post-training quantization for LLMs — powers-of-two weight grids {−4,−2,−1,0,+1,+2,+4} for multiply-free inference.
PyTorch
slopwise
Semantic firmware diff via multi-agent LLM analysis — Ghidra-decompiles two binaries and uses Analyzer/Critic/Clusterer LLM agents to explain what changed and why.
$ python3 -m venv venv && source venv/bin/activate && pip install -e .PythonLiteLLM
Linux & Hardware// 6 projects
gnr-smu
Reverse-engineered SMU register map and telemetry tools for AMD Granite Ridge (Zen 5), targeting the Ryzen 7 9800X3D on Linux.
CLinux kernel
asus-debian-tools
Automated install script for supergfxctl and asusctl on Debian 13, bringing GPU switching and full ASUS ROG/TUF laptop control to Debian.
BashDebian
hid-nintendo-licensed-led
Automatic player LED assignment (P1-P4) for Nintendo-licensed Bluetooth controllers on Linux, triggered by a udev rule.
CLinux kernel
ZorkoPower
GNOME Shell extension syncing ASUS ROG power profiles (asusctl/asusd) with the GNOME desktop, including a live tray icon and Power Profile sync.
$ git clone https://github.com/Kyworn/ZorkoPower.git ~/.local/share/gnome-shell/extensions/[email protected] && gnome-extensions enable [email protected]GJSGNOME Shell
asus-x13-scripts
Bash scripts for GPU switching and 5-tier AMD Ryzen power profiles (RyzenAdj-based) on ASUS hybrid-graphics laptops.
$ git clone https://github.com/Kyworn/asus-x13-scripts.git && cd asus-x13-scripts && chmod +x switch.sh Wcpu.shBash
RedMagic 8S Pro LineageOS
LineageOS porting research for the RedMagic 8S Pro (Snapdragon 8 Gen 2) — two failed boot attempts, documented findings on AVB, EROFS, and blob parity for anyone picking it up.
Androidreverse engineering
Self-hosted & Infra// 4 projects
ZorkoLab
Zero-Trust home lab — Proxmox + TrueNAS + Cloudflare Tunnel infrastructure with VLAN isolation, 30+ self-hosted services, and GPU passthrough for local LLM inference.
ProxmoxTrueNASCloudflare
seerr-webhook
Stdlib-only Python webhook listener that removes media from Seerr/Jellyseerr when Radarr or Sonarr deletes it.
PythonDocker
azeroth-admin-panel
Flask web admin panel for AzerothCore WoW private servers — account/character management, SRP6 password hashing, and server process control.
$ git clone https://github.com/Kyworn/azeroth-admin-panel.git && cd azeroth-admin-panel && pip install -r requirements.txtPythonFlaskAzerothCore
triumvirate-launcher-linux
Linux (Wine/Proton) launcher for a WoW 3.3.5 private server that auto-checks and updates a Google Drive-hosted MPQ patch before launch.
BashWine/Proton
Web Apps// 2 projects
Lyon Transit Viewer
Real-time viewer for Lyon's TCL transit network with multimodal trip planning, built on a Rust/SpacetimeDB backend and React/MapLibre frontend.
ReactTypeScriptMapbox
Hub'Eau Water Quality
Next.js app to browse and compare French tap water quality by commune using the Hub'Eau open API, with trend charts and PDF/CSV/JSON export.
$ git clone https://github.com/Kyworn/hubeau.git && cd hubeau && npm installJavaScriptHub'Eau API