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Control & Agency
One-Shot Interactions Only
The system forces a new conversation for every request, preventing refinement.
3 principles3 checklist items2 simulation modes
What you will learn
Iterative Refinement
Memory & Context
Editability
Run the simulation to see the failure in action.
Interactive Lab
Toggle between Bad and Good modes.
Anti-pattern mode
Simulation Status: Idlev2.4.0
Why it fails
AI outputs rarely get it right the first time. Systems that don't allow follow-up questions or 'refinement' force the user to re-craft the perfect giant prompt every time.
Root cause
Stateless backend architecture. Cheaper to allow only single turns.
How to fix it
Iterative Refinement
Memory & Context
Editability
Implementation checklist
- Allow users to reply to the AI's output
- Allow users to edit their previous message
- Maintain context window