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OpenTelemetry for Observability

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Linked challenge: AI-Assisted Flight Operations Agent

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Linked challenge
AI-Assisted Flight Operations Agent

Prompt source

Original prompt text with formatting preserved for inspection.

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Integrate OpenTelemetry into your Vercel AI SDK application. Configure it to trace key AI interactions, including voice command transcription, LLM calls (to Claude and Llama), tool executions, and the AI's final response. Ensure critical information like tool parameters, LLM model used, and response latency are captured in traces and spans for post-incident analysis.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.