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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 staff has wildly different comfort levels with AI tools — some teachers are building agentic workflows, others haven't touched it. How do you design professional development that meets both?

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I stopped running one PD session for everyone once I saw it either bore the confident group or overwhelm the hesitant one — now I run tiered tracks with a shared floor.…

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