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LLMOps for Reliable AI Applications

Module 11 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 first goal of an incident review is…

2. For an LLM incident, 'what happened' must include…

3. The most valuable output of a review is…

4. Recurring incidents of the same type usually indicate…

5. Quality drift with no code change is best explained by…

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Answer Key and Explanations

Check these only after attempting every question.

1. B - Understanding what happened and why the existing controls did not catch it

Blameless review surfaces the systemic gap; blame surfaces silence.

2. B - The trace: inputs, retrieved context, and output that produced the bad result

Without the trace the review becomes speculation about a non-reproducible event.

3. B - A new eval case that would have caught it, plus the control change

That is what converts a one-off incident into permanent coverage.

4. B - A missing control rather than repeated individual mistakes

If the same failure keeps arriving, the system permits it - that is the thing to fix.

5. B - Changes in the model, the corpus, or the distribution of user questions

Your inputs move even when your code does not - which is why continuous evaluation exists.

Practical Check

Apply this module to your own work: complete the module activity for *Incident Review and Continuous Improvement*, 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.