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Ouroboros is a local-first Agent OS that wraps AI coding agents (Claude Code, Codex CLI, OpenCode) in a structured spec-first loop: interview, crystallize, execute, evaluate, evolve. It replaces vague prompting with immutable seed specs and automated 3-stage evaluation gates, making AI coding deterministic and replayable.