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LLMOps for Reliable AI Applications

Module 07 Knowledge Check

5 questions. Pass mark 4 out of 5. Answer every question before checking the answer key below, then retry after reading the feedback.

1. The minimum useful trace records…

2. Aggregate metrics without traces leave you able to…

3. Logging user prompts and retrieved documents requires…

4. Sampling traces in high-volume production is reasonable provided…

5. User feedback signals should be…

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Answer Key and Explanations

Check these only after attempting every question.

1. B - Resolved prompt, retrieved context, tool calls, and output for each step

Debugging requires seeing what was actually sent, not what you believe was sent.

2. B - See that quality dropped, but not why

Metrics detect; traces diagnose. You need both.

3. B - Retention limits, access control, and often redaction

These logs become a searchable copy of user content and corpus material.

4. B - Errors and flagged cases are always captured, not just a random slice

Uniform sampling systematically misses rare, important failures.

5. B - Captured and joined to traces so complaints can be investigated concretely

A thumbs-down with no linked trace is a statistic; with a trace it is a fixable bug.

Practical Check

Apply this module to your own work: complete the module activity for *Observability: Traces, Metrics, and Logs*, then write one sentence naming what your result shows and one naming what it does not.

Strong Answer Pattern

A strong answer names the task, the evidence used, the check performed, and the remaining limitation. It avoids "proved", "guaranteed", or "always" unless the evidence genuinely supports it.