Putting Fluency Into Practice

1
Stay in the Conversation
Treat the first response as a starting point, not the answer.
"What are you uncertain about here?"
2
Set the Terms Upfront
Tell the AI how you want it to interact with you.
"Push back if my assumptions are wrong."
3
Question Polished Outputs
The better it looks, the more you should verify.
"Walk me through the edge cases this doesn't handle."
🎯 Team Norm
✓ Before merging AI-generated code: "Did I iterate, or did I accept the first draft?"
✓ In code review: "What did you ask the AI to explain or justify?"
✓ After the PR: "What would I do differently next time?"