Comprehensive guide to versioning LLM deployments including semantic versioning, model registries, canary deployment, A/B testing, and automated rollback strategies.
Treat prompts as code with version control, A/B testing, regression testing, and multi-environment promotion pipelines to maintain quality and prevent prompt degradation.
Manage prompts with version control, automated regression testing, eval datasets, A/B testing in production, and canary deployments for safe prompt evolution.