How should Circuit Breaker pattern be applied in a production system?

Tune thresholds from telemetry, combine with bounded retries and timeouts, expose circuit state, and define fallback behavior. The implementation should be justified by measurable requirements, kept as simple as the problem allows, and validated with realistic tests, telemetry, failure handling, and documented tradeoffs.