LLMOps

LLM Observability and Incidents

Instrument LLM calls, traces, retrieval, tool execution, refusal rates, hallucination reports, cost, and user outcomes.

Recommended on day 5490 minutesAdvanced

Learning objectives

  • • Design logs and traces that are useful without leaking sensitive content
  • • Investigate hallucination, latency, tool, and cost incidents
  • • Create rollback and escalation playbooks

Interview prompts

  • • How do you debug a sudden rise in hallucination reports?
  • • What should be in an LLM incident postmortem?