A guide shared by LangChain describes how Jev can guide an agent’s next step without a full chat-model call for each decision. The model evaluates context and returns structured answers and probabilities for code to use. The guide relays TypeSafe AI’s claims of up to 200x faster inference and 400x lower cost than comparable LLMs on classification tasks, and introduces using Jev with LangChain.