Engineering teams running agent systems built on early LangChain versions, custom chains, or deprecated frameworks need to migrate to modern agent frameworks (LangGraph, LlamaIndex Workflows, AutoGen 0.4) without breaking production behavior. The migration risk is high and the mapping between old and new abstractions is non-trivial.