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Prompt vs repeatable AI system
A better prompt can improve one answer. It cannot make an AI system repeatable.
Prompt engineering clarifies the request through intent, context, and constraints.
- Loop engineering designs what happens after generation:
- Generate.
- Evaluate.
- Verify.
- Refine.
One optimizes the first response.
The other optimizes repeatability, evidence, and recovery.
The practical question is not whether prompts matter. It is whether the system can detect a weak result and improve the next pass.
Where are teams still over-investing in prompts and under-investing in loops?