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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 · Upskilling

Your program team has never used AI tools, and a funder is starting to ask how you’re using AI to extend your reach. Walk me through how you’d introduce these tools to a team that’s wary of them without losing their trust.

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I start with their actual pain points, not a tool demo — I ask what eats the most time in their week that isn’t the parts of the job they got into this field for, and it’s usually…

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