Managing LLM Hallucination Risk in Production: Gates, Monitoring, Rollback
Testing cannot remove hallucinations entirely, so production safety depends on what surrounds each release: a gate agreed in advance, staged rollout, monitoring of live answers, incident containment and a rehearsed rollback.