Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

Turn a developer's real GitHub work into a grounded portfolio — every claim traced to evidence, never invented. (Ascendy /portfolio harness)

redteam is a multi-model harness that forces an independent reviewer to challenge AI-generated code before it ships. Apache-2.0.

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

State-of-the-art 2D and 3D Face Analysis Project

The batteries-included agent harness.

rails practice

for sds kube-kuba