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Run deterministic, resumable end-to-end development across one or more repositories through a durable LangGraph control plane, risk-proportional approval and challenge gates, reusable validation evidence, single-pass review and remediation limits, isolated worktrees, auto-detected headless workers, and validated artifact handoffs.