U2xAI
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Designing for Uncertainty & Trust

Feedback loops and data flywheels Interview Questions

22 questions. All 22 carry a written answer.

  1. #1Design the feedback mechanism for an AI feature where users rarely click thumbs down.CaseAdvanced
  2. #2Explain the difference between explicit and implicit feedback signals.ConceptFoundational
  3. #3What implicit signals tell you an output was bad?ConceptIntermediate
  4. #4How do you avoid a feedback loop that only captures complaints?CaseAdvanced
  5. #5Describe how you would turn user edits into a quality signal.CaseAdvanced
  6. #6What is the latency between collecting feedback and improving the product, and how do you shorten it?ConceptAdvanced
  7. #7Critique a thumbs up and down widget as a feedback mechanism.Artifact critiqueIntermediate
  8. #8How do you design feedback that is useful for debugging rather than just scoring?CaseAdvanced
  9. #9Explain the risk of optimizing directly on user feedback.ConceptAdvanced
  10. #10Design a feedback flow that does not interrupt the user's task.CaseIntermediate
  11. #11How would you sample feedback to avoid a vocal minority skewing your view?CalculationAdvanced
  12. #12What consent do you need before using user feedback to improve a model?ConceptAdvanced
  13. #13Describe the flywheel for a product where more usage genuinely improves quality.ConceptAdvanced
  14. #14How long does it take for a data flywheel to produce a noticeable effect?ConceptAdvanced
  15. #15Explain why many claimed data flywheels do not actually exist.ConceptAdvanced
  16. #16How do you close the loop so users see that their feedback mattered?CaseIntermediate
  17. #17What feedback should route to a prompt change versus a model change versus a product change?CaseAdvanced
  18. #18Design the internal triage process for incoming quality feedback.CaseAdvanced
  19. #19How do you weight feedback from enterprise customers against consumer users?ConceptAdvanced
  20. #20Explain how feedback design differs for an agent that acts versus an assistant that suggests.ConceptAdvanced
  21. #21What is the minimum feedback instrumentation to ship with version one?ConceptIntermediate
  22. #22Design a feedback system for a product I name.InterviewAdvanced