This isn't about becoming an AI expert by Monday. For people doing science and public service work, the real opportunity is using AI and data to get services to citizens faster β€” not just doing the same paperwork quicker. Be honest with yourself here: most of what's actually slowing that down isn't the technology. It's habit, procedure, and the comfort of doing it the way it's always been done. Being the one who tries the new way first is the contribution.

Redesign

e.g. re-typing the same data into three different report formats, or compiling weekly updates from scattered chat threads

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Skill

e.g. knowing when a policy needs a human exception, or building the kind of trust a dashboard can't

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Resistance

e.g. still printing forms because paper feels safer, or avoiding a new tool because learning it feels slower right now

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