ARRM is a deterministic CI release gate for AI agents. It compares baseline and candidate releases, detects economically harmful regressions in measurable outcomes such as success, cost and latency, and returns a clear PASS, REVIEW or BLOCK decision before deployment. No LLM in the decision path.