How to handle facts that may postdate training data — model names, SDK/API methods, versions, pricing, endpoints. Trust the codebase over training knowledge, flag uncertainty explicitly, and never silently "correct" a version-specific value. Use whenever code references model versions, SDK APIs, library versions, or other externally-changing details.