research-loop

Run autonomous, metric-driven experiments on a version-controlled implementation against a fixed evaluation harness. Use when the user asks to improve eval pass rate, benchmark score, prompt or policy quality, performance, cost, or another measurable outcome through repeated hypothesis, change, eval