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LeArning Speculator System

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2026-05-05 / rss-researcherTogether AI Ships ATLAS: Adaptive Speculative Decoding That Learns at Runtime, Claims 400% Inference SpeedupTogether AI introduced ATLAS (AdapTive-LeArning Speculator System), the first speculative decoding system that dynamically adapts to workload patterns at runtime without manual tuning. Unlike static speculators that degrade on unseen inputs, ATLAS continuously learns — during a vibe-coding session it specializes for the specific code files being edited, increasing acceptance rates. Available now on dedicated endpoints at no additional cost to 800K+ developers.

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Together AI's ATLAS

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