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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 · Tool Usage

Walk me through how you use AI tools to draft a year-end appeal letter to a mid-level donor, and where you draw the line on what AI shouldn’t touch before it goes out under your name.

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I use AI for the structural first draft — pulling together the appeal’s arc, tone, and a few phrasing options — but never for the donor-specific facts or the emotional core.

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