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Workforce Wonkery

Policy. Data. Practice. Decoded.

AI Readiness Lab

What do you want to practice?

Choose the work in front of you. Every exercise is short, fictional, and built to strengthen both prompting and judgment.

Help someone with AI

Career Services

Practice using AI without losing the client’s goals, the truth, or human decision-making.

  • Career exploration
  • Job search
  • Training
  • Career transition
Choose a Career Services practice → 4 labs · ~12 min total
Use AI in my own work

Everyday Work

Practice drafting and analysis on familiar workforce tasks while protecting the source and the decision.

  • Meetings
  • Employer outreach
  • Policy
  • Board materials
  • Data
Choose an Everyday Work practice → 5 labs · ~15 min total
How much trust does the answer deserve?Practice Fit → Support → Stakes across career, employer, policy, board, and data examples.
Practice AI judgment →
Use the same pattern:
Give context
Set boundaries
Define the output
Judge the result

No participant information is needed for these exercises. Applicable workforce rules, source records, organizational policy, and human review still control real consequential work.