LangChain · AI

How Jev detects PII vs LLMs, explained in under 20 seconds

Same question, two kinds of answer. An LLM writes a paragraph and then a boolean, and you get one bit you cannot threshold. Jev answers with a calibrated probability your code can branch on, from a question type called a Noul. Jev is TypeSafe's System One model. It does not generate text at all. It takes your state plus typed questions and returns typed answers, which is what makes it cheap enough to put inside an agent loop as a guard rather tha

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