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Bhushan KingeSep 24, 2026 • 8 min read
We Tested a 35B LLM Against Typed-Decision Models on 12,000 Real RFQs—Confidence Changed the Winner
91.9%. 89.6%. 78.0%. Those were the primary-class accuracies of a typed-decision API, a 35B...
#machinelearning#ai#classification#opensource
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Qasim ParraySep 25, 2026 • 8 min read
ML vs LLM for Classification: Jev, Decision Models, and the Triage Bot I Overbuilt
Jev returns probabilities instead of text, at $0.042 per million input tokens. Why that fits my tick...
#llm#classification#jev#decisionmodels
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synthoraiSep 22, 2026 • 13 min read
Jev vs Flash LLMs: 7x Cheaper on Workflows, Same Cost on One Label
TypeSafe's Jev vs 5 flash LLMs, measured: 5-37x cheaper and 11-27x faster on 12-question workflows, ...
#jev#classification#llm#benchmarks
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Breach ProtocolSep 24, 2026 • 3 min read
A 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 d...
#typesafe#classification#calibration#logits
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