In the initial phase of prompt engineering, prompts are created and tested in the code base with limited feedback mechanism. This approach suffices when products are at a nascent stage. However, as products evolve or involve non-technical stakeholders in prompt creation, traditional software strategies like A/B testing and different staging environments become crucial. Additionally, the adoption of regression tests and back testing aids in ensuring prompt functionality and stability across different scenarios and historical data.

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