CalibratedDecisions.

Post · Benchmarks & research

deepseek-v4.1-flash-jev

An open model made to answer like Jev with a scoring endpoint.

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Nick Khami @skeptrune

you can make any open source model behave like jev with just a bit of inference engineering.

it's shockingly easy. to prove it, we built a new endpoint we're calling deepseek-v4.1-flash-jev. see the demo below. here's how it's done:

sglang (an inference engine) offers a

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The decision Jev makes

Benchmark questions with known answers, to check accuracy and confidence.

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