Jev from Typesafe generates structured output instead of text for fast, cheap classification tasks

LangChain · x · 2026-09-19

LangChain is amplifying a 20-second explainer from @sydneyrunkle on Jev, a tool from @typesafeai. Unlike LLMs that generate text, Jev emits structured output directly, making it a strong fit for classification-style workloads: model routing, tool selection/search, and many kinds of guardrails. The pitch is that it's dramatically faster and cheaper than using an LLM for these same tasks.

Related event: Self-Proclaimed ChatGPT Co-Inventor Launches Decision Model Jev, Claims 20-200x Speed(64 posts)→

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