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AI-ready questions test whether you can reason about LLMs and AI systems as engineering material — limits, costs, evaluation, failure modes — not just hype.

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AI-ready · Agentic Workflows

You're overseeing a multi-step AI pipeline that auto-grades formative quizzes, flags struggling students, and drafts outreach emails to parents. Where do you put human checkpoints, and why there?

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I put a human checkpoint at every step where the output leaves the system and touches a person, and I let the agent run unsupervised only on the fully internal step.…

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