AI-generated summary Researchers from Google and the University of Texas at Austin posted a preprint about a model named Muir that reads ten million tokens. The preprint describes how the 1.34-billion-parameter model keeps a working state of 25 megabytes of float32 numbers.
AI-generated summary Subscribers reported that their weekly usage allowance for Grok Bot ran out sooner than expected on November 1, 2026. Elon Musk wrote on X that the cost of serving Grok Bot was unsustainably high relative to revenue and confirmed it was not a glitch.
AI-generated summary Tushaar Gangavarapu, Gil Tabak, and Clemens JS Schaefer posted Muir on arXiv on November 5th 2026 as a 1.34-billion-parameter model that reads ten million tokens from a fixed working state. The authors report that training throughput matched the gated-delta baseline and ran about 2.7 times faster than the Transformer at 32,000 tokens.
AI-generated summary Nace published a technical report regarding Drex, which is a family of four open-weight decision models designed to return probabilities for permitted choices without generating word-by-word explanations. Nace reports that when Drex Max, a 27-billion-parameter model, states it is at least 93 percent sure, the company reports it is right 97 percent of the time.
AI-generated summary According to community reports, large language models are rumored to directly read and edit the weights of neural networks. This capability allows models to potentially fix bugs and improve performance in a general direction.
AI-generated summary According to a recent paper, separately trained artificial intelligence systems reportedly find a common base of communication under clear conditions. This mathematical proof provides a recipe for achieving the translation process using significantly less data.
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