Production Ops

Operational excellence to keep systems reliable and affordable.

Observability

  • Structured logs with IDs
  • Traces across tools and model calls
  • Prompt/version tracking

Cost Control

  • Token budgets per request
  • Early exit/truncation policies
  • Autoscaling and batching

Reliability

  • Retries with backoff
  • Circuit breakers
  • Chaos testing

User Feedback Loop

  • Collect ratings and comments
  • Capture input, context, and traces
  • Triage to datasets for SFT or preference tuning