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Kiln17 min read

Auto-optimizing Jev: half the errors, 1/7 the cost

We pointed our autoresearch loop at Jev, a classifier that can't be fine-tuned. It ended up making half as many mistakes as a reasoning model, for a seventh of the cost and a thirtieth of the latency.

By Leonard MarcqKiln Blog
Auto-optimizing Jev: half the errors, 1/7 the cost

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Originally published by Kiln Blog on Sep 21, 2026.

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