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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 · Error Handling

An AI tool auto-summarized a week of raw instrument data into an ELN entry, and you later discover it mislabeled two sample IDs in a way that changed which lane was ‘treated’ versus ‘control.’ Walk me through what you do once you find this, and how far back you have to trace it.

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First move is to stop and contain, not fix quietly.

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