/optimize — Autonomous Optimization v2

Run an autonomous optimization loop against any target. Two modes:

• Metric mode — code targets with a shell command that produces a number (the original)
• Eval mode — skills, prompts, agents, or any text target judged by LLM-as-judge binary evals

The agent modifies the target, measures the result, keeps improvements, discards failures, and repeats.

Inspired by Karpathy's autoresearch and extended with LLM-as-judge evaluation.

Invocation

Metric Mode (code targets)