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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

Your annual report includes an AI-assisted ‘impact story’ that paraphrased a beneficiary quote in a way that overstates what actually happened, and a board member catches it after publication. Walk me through how you handle the correction with donors and the board.

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I don’t wait for this to become a bigger story than it needs to be — I go to the board member and, separately, to the beneficiary or their guardian if they’re reachable, and I own

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