Versioning is essential for reproducibility, debugging, and safe updates.
What to Version
- Model versions
- System prompts
- Tool definitions
- Configuration parameters
- Evaluation datasets
Best Practices
- Semantic versioning
- Immutable artifacts
- Deployment history
- A/B comparison capability