Autonomous SWE loop: Architects (judgment) + Builders (execution) build a feature end-to-end against an objective test oracle, sandboxed. On a fully-green result it merges the PR itself; falls back to a human handoff when review is uncertain or the gate is red. Self-improving local model router.