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Anthropic Claude Certified Associate-Foundations 認定 CCAO-F 試験問題：

1. You have iterated a Claude prompt eight times, and the output quality has plateaued for the last four attempts.
Which conclusion is most appropriate?

A) Iteration should stop and the current output should be accepted as-is regardless of remaining issues.
B) Iteration should stop and the task should be abandoned without communicating to stakeholders.
C) Iteration should continue indefinitely because more attempts always improve quality.
D) Iteration has reached diminishing returns and the next step is human review or a different approach.

2. You are a customer-success lead running an interactive workflow where each turn must respond quickly and the per-turn reasoning is light.
Which selection best aligns with the requirements?

A) Choose any model because latency does not vary by model.
B) Choose a model based on the alphabetical order of its name.
C) Choose Haiku to keep latency low and to handle a light reasoning load efficiently at scale.
D) Choose Opus to maximize reasoning depth despite higher latency.

3. A project manager is defining how Claude can support requirements analysis for an upcoming engagement.
Their team will conduct stakeholder interviews and review existing process documentation as part of discovery.
Which activity fits this domain?

A) Use Claude to generate a complete requirements list from the project name and a short description, since requirements for similar engagements are largely standard.
B) Use Claude to prioritize the requirements the team has already gathered, leaving gathering itself to manual analyst work since prioritization is more time-consuming.
C) Use Claude to conduct the stakeholder interviews directly, with the analyst reviewing the recordings afterward to confirm the requirements Claude extracted.
D) Use Claude to synthesize stakeholder inputs and existing process documentation into a structured list of requirements with traceability to each source.

4. You are reviewing claims about prompt iteration that colleagues have made during recent training.
Which two claims about prompt iteration are accurate? (Select two.)
Each correct answer presents a complete solution.

A) Comparing the output against the original criteria validates whether the iteration helped.
B) Iteration is most productive when each change targets a specifically diagnosed weakness.
C) Iteration should stop only after every possible alternative phrasing has been tried.
D) More iterations always produce a better output, regardless of what was changed.
E) Repeatedly resubmitting the same prompt is the most reliable way to improve the output.

5. You are a knowledge worker summarizing common prompt failure patterns for the team.
Which pattern most often produces vague or off-target output?

A) A prompt that adds clear constraints on length and tone.
B) A prompt that names a topic but does not state the task, audience, or required output structure.
C) A prompt that includes a representative example of the desired output.
D) A prompt that explicitly names the role, task, audience, and required output format.

質問と回答：