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A team repeatedly edits a production assistant prompt. After a regression, it cannot identify which instructions produced the previously acceptable behavior. Which practice most directly improves reproducibility and rollback?
Published
- Overwrite the same untracked prompt text after every change.
- Retain only one successful response and discard the prompt that generated it.
- Version prompt templates and their configuration, evaluate revisions on a consistent test set, and record the deployed version.
- Change the model, prompt, and evaluation examples simultaneously without recording any versions.
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