U2xAI
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Shipping & Model Lifecycle

Incident management for AI products Interview Questions

22 questions. All 22 carry a written answer.

  1. #1What counts as an incident for an AI feature but not for a normal one?ConceptIntermediate
  2. #2Write the severity definitions for AI quality incidents.Artifact critiqueAdvanced
  3. #3Your model starts producing offensive output. Describe the first hour.CaseAdvanced
  4. #4How do you triage an incident where the code is fine and the model is the problem?CaseAdvanced
  5. #5What is the AI equivalent of a rollback, and when is it not available?ConceptAdvanced
  6. #6Describe the on-call runbook entry for a sudden quality drop.Artifact critiqueAdvanced
  7. #7How do you decide whether to disable a feature or degrade it during an incident?CaseAdvanced
  8. #8Explain how you would investigate a complaint you cannot reproduce.CaseAdvanced
  9. #9What logging do you need to make AI incidents investigable at all?ConceptAdvanced
  10. #10Describe how you would write a blameless postmortem for a model behaviour incident.Artifact critiqueAdvanced
  11. #11How do you handle an incident caused by your provider rather than your code?CaseAdvanced
  12. #12What is the communication plan when the incident is publicly visible?CaseAdvanced
  13. #13Explain how a prompt injection incident differs from a normal security incident.ConceptAdvanced
  14. #14How would you detect an incident that only affects one customer segment?CaseAdvanced
  15. #15What should the product do automatically when a safety filter fires at ten times the normal rate?CaseAdvanced
  16. #16Describe the incident where an agent took a wrong action, and your remediation.CaseAdvanced
  17. #17How do you prevent an incident response that overcorrects and breaks quality?ConceptAdvanced
  18. #18Who should be in the room for an AI incident, and who usually is not but should be?ConceptIntermediate
  19. #19Critique an incident process that treats all model errors as sev-3.Artifact critiqueAdvanced
  20. #20What follow-up work should always come out of an AI incident?ConceptIntermediate
  21. #21How would you measure whether your incident response is improving?CalculationAdvanced
  22. #22Run me through your response to an incident I describe.InterviewAdvanced