tl;dr — Agents are good at small fixes and terrible at "make this algorithm better" because every change looks good in isolation and silently regresses elsewhere. We built an AI harness — immutable test set, multi-axis rubric, sweep tool, independent reviewer agent, human-viewable eval interface, knowledge-persistence layer — that lets an agent...