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Calibrated Typed Decisions on CPU

ballot-jev-0.5b returns typed decisions as a calibrated distribution, enabling routing based on confidence rather than a label. It runs at 0.23s each on a CPU, with no GPU or API bill.

View on X time0.23s each on a CPU
Vignesh Varadharajan@techvignesh𝕏
Introducing ballot-jev-0.5b: typed decisions on your own hardware — 0.23s each on a CPU, no GPU, no API bill. ▎ It answers with a calibrated distribution, so you can route on confidence instead of trusting a label. #jev #kev #laya #typesafe
Sep 22, 2026X postsView on X

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