autoresearch-loop

Karpathy-style automated self-improvement loop for the .agent/ skill system. Use to measure skill quality, identify weaknesses through structured evals, generate targeted improvements, and verify them. The AI equivalent of gradient descent applied to agent instructions — works through Measure -> Fin