Version Pinning

An engineering practice in software dependency management that locks dependencies to specific versions. In LLM contexts, it is used to bind a particular model snapshot to ensure behavioral consistency. This approach is structurally constrained by vendor API availability and creates tension with rapid model iteration strategies.