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

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Originally published by Kiln Blog on Sep 21, 2026.
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