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
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 -> Find Weaknesses -> Generate Improvements -> Score -> Regression Check -> Iterate.
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