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Agent Tracing and Replay Debugging (ANSWERED)

Scenario BasedAI AgentsMedium15 min read

Medium AI Agents interview question on agent tracing and replay debugging — architecture, trade-offs, eval, and production patterns.

TL;DR — Quick Answer

Log every LLM call, tool I/O, and state transition with trace IDs. Replay failed runs offline with mocked tools to reproduce bugs without re-spending tokens.

The Interview Question

Explain agent tracing and replay debugging. How would you apply this when building production AI agents? Cover architecture, safety, and evaluation.

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