Versioning AI Applications: Why Semantic Versioning Breaks Down and What to Do InsteadHow data, models, prompts, and code create a new kind of versioning problem in AI systems
Traditional semantic versioning falls apart in AI applications where behavior changes without code changes. This article explores why AI versioning is fundamentally different and introduces practical strategies for versioning models, data, prompts, and pipelines together.