This skill wraps an AI coding assistant (Claude Code, OpenCode, or OpenAI Codex) in an autonomous iteration loop. The user sets a goal and a mechanical metric; the agent then repeatedly modifies code, verifies against the metric, and keeps or discards changes. It supports 13 commands and 9 safety hooks to guide the iteration process with guardrails. The approach is inspired by Karpathy’s autoresearch methodology.