Tech SkillsReliability and Safety

Users Retry Agent Looks Question Explained

This worked AI Engineer Interview practice question tests Reliability and Safety. Try the answer first, then review why A is the best choice.

Short answer

The correct answer is A. A client-visible idempotency key on the intent, operation state persisted before execution, and replays that return status instead of re-running the tool..

Retries also come from timeouts, workers, and dropped responses — the interface must stay recoverable, so the operation itself has to be safe to replay. The key is to match the exact action in the prompt to the tool, command, or concept that performs that action directly. Here, A. A client-visible idempotency key on the intent, operation state persisted before execution, and replays that return status instead of re-running the tool. is the only option that satisfies the scenario without adding unrelated behavior.

The Question

Users retry when an agent looks stuck, and duplicate requests sometimes create two refunds. A teammate proposes disabling the retry button. What do you build instead?

AA client-visible idempotency key on the intent, operation state persisted before execution, and replays that return status instead of re-running the tool.Correct
BA debounce so the button can only fire once per 30 seconds.
CA queue that serializes all refund requests per user.
DA confirmation dialog that warns about duplicate refunds.

Why A is correct

Retries also come from timeouts, workers, and dropped responses — the interface must stay recoverable, so the operation itself has to be safe to replay. The key is to match the exact action in the prompt to the tool, command, or concept that performs that action directly. Here, A. A client-visible idempotency key on the intent, operation state persisted before execution, and replays that return status instead of re-running the tool. is the only option that satisfies the scenario without adding unrelated behavior.

Why the other options are wrong

Option B: A debounce so the button can only fire once per 30 seconds.

Option B does not match the requirement in the prompt. The correct answer is A because Retries also come from timeouts, workers, and dropped responses — the interface must stay recoverable, so the operation itself has to be safe to replay.

Option C: A queue that serializes all refund requests per user.

Option C does not match the requirement in the prompt. The correct answer is A because Retries also come from timeouts, workers, and dropped responses — the interface must stay recoverable, so the operation itself has to be safe to replay.

Option D: A confirmation dialog that warns about duplicate refunds.

Option D does not match the requirement in the prompt. The correct answer is A because Retries also come from timeouts, workers, and dropped responses — the interface must stay recoverable, so the operation itself has to be safe to replay.

Key idea: Reliability and Safety

Every question is a production situation an AI engineer interviewer can put to you: a failing endpoint, a cost spike, an agent that loops, an eval that disagrees with users. The best answer is almost always the one that measures or contains the problem before it changes the model or the prompt. If you miss a question, note which habit it tests: decompose before you fix, put the security boundary where the side effect happens, and trust an eval only after you check what it covers. The 12 open-ended questions with answer guides are at aijobprep.app/questions/ai-engineer.html.

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