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Workforce Wonkery

Policy. Data. Practice. Decoded.

AI Readiness Lab · Everyday Work

Choose a familiar task

Five short practices for work you already do. Start anywhere—or complete the full path in about 15 minutes.

Fictional examples · about 3 minutes each · human review stays in control

Reusable pattern: Say what you need → give the source → name what AI must not invent → define an output you can verify → use your judgment.
Practice AI judgment →Decide how much trust an answer deserves.