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20 textsServiceNow's AutoSynthData Turns Agent Failures Into Training Data
ServiceNow published an enterprise agent pipeline on 2 October that generates new training tasks from a model's own failures, targeting the retrieval and tool-use gaps that block deployments. AutoSynthData was detailed on Hugging Face by four ServiceNow researchers.
Open weights, open questions: Cloudflare's Clef takes on Jev as Amazon and OpenAI pile in
Cloudflare released two open-weight decision models, Clef and Clef-flash, on Thursday 1 October, claiming the pair beat Typesafe AI's Jev on accuracy while staying downloadable under an Apache 2.0 licence.
Apple Takes China's Smartphone Crown, but Memory Prices Threaten the Run
Apple led China's smartphone market for the week of September 14 to 20, capturing 33% of sales after the iPhone 18 Pro launch, while Micron's consumer memory unit posted an 88% operating margin on price hikes.