
Cloudflare previews Clairic, a System One extraction model
Clairic is hosted on Workers AI as @cf/cloudflare/clairic, charges only for input, and open weights are planned.
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Clairic is hosted on Workers AI as @cf/cloudflare/clairic, charges only for input, and open weights are planned.

HiddenLayer finds TypeSafe's Jev 'System One' model vulnerable to TokenBreak and prompt injection attacks that traditional LLMs typically resist.
GraphDecide benchmarks Jev and other choice-based models on graph decision tasks.
Researchers test when a fast Doom actor should defer uncertain decisions to a slower reasoning model.
Chinese-Jev, a lightweight encoder-only decision model, beats closed-source Jev on Chinese tasks with up to 20x speedup.

TypeSafe AI launched Jev, a closed decision model that returns typed, calibrated choices for agent loops.

TypeSafe CEO Diogo Almeida explains Jev, a System One model trained with RLCD for calibrated production decisions.
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