Bounded first-party rubric judge backed by an ADK LLM provider.

The judge is an explicit full-case metric. It is never selected implicitly by adk_eval_set. Each invocation runs in the caller's existing evaluation sample worker and owns one monitored provider worker; there is no global judge process or serialization point.