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woolcoxm/README.md

Mark · @woolcoxm

I get big AI models running on small hardware, and I build AI agents that verify their own work.

What I work on

  • Edge & local LLM inference — llama.cpp on NPUs, MoE models on constrained RAM, Raspberry Pi
  • AI agent engineering — tool loops, retrieval, persistent memory
  • Research → working code — reimplementing papers with held-out, honestly-reported evaluations
  • Game modding & dev tooling — BepInEx, Godot, MCP

Featured projects

Project What it does
zero-mem-pi Zero-token long-term memory for the pi coding agent — from-scratch reimplementation of the Zero-Mem paper (arXiv:2607.29377). Hybrid BM25 + dense + graph retrieval, int8-quantized store, validated on LoCoMo10 with significance testing.
Axera-AX8850-GGUF-Support llama.cpp backend running GGUF models directly on the AX8850 NPU — 24–30 t/s decode on a Raspberry Pi 5.
GREYHACKLLM An autonomous coding agent that operates the simulated computer inside the game Grey Hack — BepInEx C# hook, file/TCP bridge, GLM-powered tool loop with verify-before-done discipline.
3d-model-generator Local text/image → rigged, animated, textured low-poly GLB models (TRELLIS.2 + FLUX).
semopt LLM-aided compiler optimization — validated, contract-preserving source rewrites (SeGaBench protocol).
llmwebchat Provider-agnostic, local-first LLM chat UI with a secrets-holding proxy.

Currently

Deep in local LLM inference, retrieval evaluation, and agent memory. Open to freelance and contract work.

Languages I reach for

Python · TypeScript · C/C++ · C# · Kotlin

Popular repositories Loading

  1. zero-mem-pi zero-mem-pi Public

    Zero-Mem: Zero-Token Memory Operations for the pi coding agent (faithful reimplementation of arXiv:2607.29377)

    TypeScript 38 2

  2. Axera-AX8850-GGUF-Support Axera-AX8850-GGUF-Support Public

    llama.cpp backend that runs GGUF models directly on the Axera AX8850 NPU — no model conversion, no per-model compile. 24-30 t/s decode on a Raspberry Pi 5 with the CPU idle.

    Python 8

  3. llmwebchat llmwebchat Public

    An advanced, provider-agnostic LLM web chat interface — z.ai GLM + local models, full-agentic, local-first with a secrets-holding proxy.

    TypeScript 1

  4. exo exo Public

    Forked from exo-explore/exo

    Run your own AI cluster at home with everyday devices 📱💻 🖥️⌚

    Python

  5. EditCL EditCL Public

  6. cline cline Public

    Forked from cline/cline

    Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, using the browser, and more with your permission every step of the way.

    TypeScript