AnthropicTroubleshooting and Optimization

Troubleshooting & Prompting — CCAO-F Practice Question

A representative Claude Certified Associate - Foundations (CCAO-F) exam question on Troubleshooting & Prompting. Work through it below, then read why each option is right or wrong.

Short answer

The correct answer is B. Collect failing examples and compare them with passing ones against an explicit extraction rubric.

A small failure set and rubric reveal whether the issue is missing instructions, ambiguous source text, or evaluation drift. Changing many variables hides causality.

The Question

Claude returns inconsistent meeting-note action items across similar transcripts. What is the most useful first diagnostic?

AChange several settings at once
BCollect failing examples and compare them with passing ones against an explicit extraction rubricCorrect
CAssume the model is random and stop testing
DMake the prompt longer without examining failures

Why B is correct

A small failure set and rubric reveal whether the issue is missing instructions, ambiguous source text, or evaluation drift. Changing many variables hides causality.

Why the other options are wrong

Option A: Change several settings at once

Option A does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (B) is the only one that fully meets every constraint stated in the question.

Option C: Assume the model is random and stop testing

Option C does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (B) is the only one that fully meets every constraint stated in the question.

Option D: Make the prompt longer without examining failures

Option D does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (B) is the only one that fully meets every constraint stated in the question.

Key idea: Troubleshooting & Prompting

A small failure set and rubric reveal whether the issue is missing instructions, ambiguous source text, or evaluation drift. Changing many variables hides causality. On the CCAO-F exam, questions in the "Troubleshooting and Optimization" domain test whether you can map a scenario's constraints to the right choice. Read the requirement carefully, eliminate options that violate any single constraint, and pick the one that satisfies all of them with the least operational overhead.

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