Scar Tissue
An agent harness that turns each failure into a tested change to its own rules.
Design Engineer & Product Designer · 2026 · Hackathon build

Project overview
- My role
- I scoped the idea, designed the demo and every screen, and directed two coding agents: Claude Code on the interface, Codex on the engine.
- My team
- No other people. Two coding agents, with one typed state file as the contract between them.
- What shipped
- A working harness on MongoDB Atlas, a demo page anyone can try to break, a held-out benchmark, and a one-minute video.
- What changed
- On 11 held-out tasks the same model went from 36% to 94% correct, and duplicate orders fell from 21 to none. Only the harness changed.
- What I can share
- All of it. The code is public, the demo replays a recorded run, and every number comes from a dated LangSmith experiment.