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Prefactor5 min read

Did swapping an LLM step for Jev make your agent worse?

Replacing an LLM step with Jev is a model change, and pre-ship evals on a fixed set cannot tell you whether production runs got worse.

By Matt DoughtyPrefactor Blog
Did swapping an LLM step for Jev make your agent worse?

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Originally published by Prefactor Blog on Sep 24, 2026.

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