MemotivaPrompt Engineering Patterns: Optimization, Versioning, A/B Testing, and Production Best Practices

How do you version control LLM prompts?

Prompt Engineering Patterns: Optimization, Versioning, A/B Testing, and Production Best Practices

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How do you version control LLM prompts?

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Version control prompts like code. Store them in a repository with a clear naming scheme, semver versioning, and changelog entries explaining what changed and why. Each version should be testable independently and tied to a specific evaluation result. Tools like LangSmith, LangFuse, and PromptLayer provide prompt-specific versioning with analytics.
docs.smith.langchain.com