Evaluation, testing and release management

If you can't test it, you can't scale it. Agents behave like distributed systems: multiple steps, external tool dependencies, partial failures and non-determinism. They need an AgentOps discipline closer to SRE than to prototyping, measured on task success, policy compliance, factuality and provenance, and tool correctness.

If you cannot measure agent quality, you cannot claim it's improving.