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Oct 22, 2026OpenJev benchmarks against a value it never explains
OpenJev runs a local language model in your browser and does one specific thing with it. Given a...
Oct 22, 20263 min read0 reactions0 comments
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Sep 24, 2026A 25-line Jev parody shows why closed choices are not calibrated decisions
A local-Qwen demonstration can reproduce Jev's visible closed-choice probability interface, but it does not evaluate the specialized model's claimed decision quality, calibration, or parallel serving.
Sep 24, 20263 min read0 reactions0 comments
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Aug 15, 2026Structured Output Generation: Enforcing JSON & Regex at the Logits Level
Bypassing brittle prompt engineering by directly manipulating LLM token logits to mathematically guarantee valid JSON schema outputs without retry loops.
Aug 15, 20263 min read0 reactions0 comments