Tech SkillsReliability and Safety

Autonomous Agent Occasionally Enters Question Explained

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

Short answer

The correct answer is D. Hard per-run budgets on steps, tokens, and spend, enforced outside the agent, with explicit termination states..

Containment must be enforced by the harness, not requested from the model — an agent in a bad state is precisely the one that won't follow its own stop instructions. The key is to match the exact action in the prompt to the tool, command, or concept that performs that action directly. Here, D. Hard per-run budgets on steps, tokens, and spend, enforced outside the agent, with explicit termination states. is the only option that satisfies the scenario without adding unrelated behavior.

The Question

An autonomous agent occasionally enters a loop, re-invoking tools until someone kills the process. Which control is the load-bearing one?

APrompt guidance telling the agent to stop when it detects repetition.
BA larger model that plans better and loops less.
CHuman review of every run above a cost threshold, after completion.
DHard per-run budgets on steps, tokens, and spend, enforced outside the agent, with explicit termination states.Correct

Why D is correct

Containment must be enforced by the harness, not requested from the model — an agent in a bad state is precisely the one that won't follow its own stop instructions. The key is to match the exact action in the prompt to the tool, command, or concept that performs that action directly. Here, D. Hard per-run budgets on steps, tokens, and spend, enforced outside the agent, with explicit termination states. is the only option that satisfies the scenario without adding unrelated behavior.

Why the other options are wrong

Option A: Prompt guidance telling the agent to stop when it detects repetition.

Option A does not match the requirement in the prompt. The correct answer is D because Containment must be enforced by the harness, not requested from the model — an agent in a bad state is precisely the one that won't follow its own stop instructions.

Option B: A larger model that plans better and loops less.

Option B does not match the requirement in the prompt. The correct answer is D because Containment must be enforced by the harness, not requested from the model — an agent in a bad state is precisely the one that won't follow its own stop instructions.

Option C: Human review of every run above a cost threshold, after completion.

Option C does not match the requirement in the prompt. The correct answer is D because Containment must be enforced by the harness, not requested from the model — an agent in a bad state is precisely the one that won't follow its own stop instructions.

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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