AI Fluency Gym (4D)

Challenges

Pick a locked use case. You’ll “chat” to solve it. Hidden missing-context cards unlock only if you ask the right questions.

Research/Fact-check

Check a claim with evidence + uncertainty

A founder says: 'AI agents cut ops costs by 40% in 90 days.' Assess credibility, what data you'd need, and craft a cautious executive summary.

3 hidden context cardsStart

Summarize + verify a tech article

Summarize a long AI announcement for CXOs, then list what you would verify before sharing publicly.

2 hidden context cardsStart

Coding

Bug hunt + tests + edge cases

You’re given a function and a failing test description. Fix the bug, propose tests, and explain tradeoffs in plain English.

2 hidden context cardsStart

Refactor for clarity + explain decisions

Refactor a messy module into clean functions and explain your reasoning, tradeoffs, and how you would validate behavior didn’t change.

2 hidden context cardsStart

Writing

Executive memo with constraints

Draft a 1-page CXO memo on adopting AI agents responsibly. Include risks, governance, and next steps.

2 hidden context cardsStart

Rewrite + tighten + keep voice

Turn messy notes into a polished blog post while preserving the author’s voice. Add a final critique pass before publishing.

2 hidden context cardsStart

Planning/Ops

Create SOP + QA gates

Create a simple SOP for a weekly AI-generated newsletter, including QA steps and risk controls.

2 hidden context cardsStart

Weekly plan under constraints

Plan a 10-hour/week consulting schedule that balances delivery, learning, and content creation. Include contingency.

2 hidden context cardsStart