Design observability that ties user complaints back to exact model, prompt, and tool versions.

Instruction: Explain how you would make AI complaints actionable at the implementation level.

Context: Assesses whether the candidate can design a practical architecture and explain the main tradeoffs. Explain how you would make AI complaints actionable at the implementation level.

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I would make version metadata mandatory at every meaningful decision point. Each user interaction and trace should carry the model version, prompt version, tool schema version, retrieval version where relevant, and release flags that shaped the behavior.

Then I would ensure complaints and feedback events link back to...

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