System One

Headlines · 2

1. Oct 19
   Cloudflare launches Clairic extraction model preview

   Cloudflare launched Clairic in preview on Workers AI, a System One-style model designed to extract specified values from unstructured documents in a single pass, with confidence scores and null values for missing fields. Cloudflare says it can also perform simple calculations, estimates, and forecasts, while open weights are planned for a later release. In a Cloudflare-published customer-service test, the full Clairic-Clef-GLM-5.3 chain took 19.3 seconds, compared with 61.7 seconds for GLM-5.3 alone.

   Techmeme · 🔥 0
2. Oct 6
   System Switch: When Should a Fast Decision Model Stop and Think?

   This arXiv paper studies dual-process agents in which a fast learned actor makes every decision and hands control to a reasoning vision-language model only when a gate opens, while the game keeps running. Testing on closed-loop Doom and new open "System One" typed-decision models (0.15B–9B parameters, 900 held-out questions), the author finds accuracy, calibration and sensitivity are distinct: models with similar accuracy differ widely in AUROC. Offline, deferring the least confident 30% of decisions to a reasoner beats random deferral in proportion to the actor's AUROC (rank correlation 0.87), with a gain of +0.13 [0.08, 0.18] on held-out games (+0.08 [0.02, 0.14] with shuffled options), about half of it coming from reasoning — yet in closed loop (33 games, three seeds) no variant reaches the exit.

   Hugging Face · Papers · 🔥 0

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