The Conversation as Interface
Multi-turn conversation as a refinement tool. Four types: add data, adjust tone, change format, polish details. Each turn changes one specific thing. Five turns can take generic output to something worth publishing.
50 minutes
All roles
Prerequisite: Module 02
Learning Objectives
- Understand the four refinement types
- Use iterative conversation to converge on desired output
- Recognize and avoid anti-patterns ("make it better")
- Know when to start fresh vs. continue refining
Session Timing
| Segment | Activity | Time |
|---|---|---|
Opening | Four refinement types introduction | 3 min |
Demo | Watch a case study evolve from generic to publishable in five turns | 15 min |
Demo | The conversation gone wrong — "make it better" × 5 | 7 min |
Exercise | Pairs take turns refining, each turn a different type | 15 min |
Debrief | When to refine vs. when to start over | 10 min |
Demo Data
Download before the session. Run every prompt yourself first so nothing surprises you at the projector.