By Greg Nowak , 30 July, 2026 Your AI Model Has an Expiry Date: Build the Migration Lane Early AI models and endpoints retire. Learn how to inventory dependencies, test replacements, run a controlled release and preserve a usable rollback route. Tags AI integration model deprecation AI model migration API lifecycle LLM operations