The Kohnex blog
Ideas worth
thinking about.
On reasoning, evidence, and a more considered kind of intelligence.

Same model. A different dimension.
DeepSeek V4 Flash went from 42.7% to 65.2% on 100 custom expert tasks. Here is the full picture.
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Proof over promises. Always.
Full breakdowns. The unflattering numbers, too. Our evaluation policy, in writing.
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Thinking bigger isn’t about size.
What a compact model reveals about structure, scale, and the future of expert reasoning.
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