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University of Michigan
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DLA adapts memory management in linear attention, preserving crucial information while reducing error accumulation over long sequences.
Today's best AI agents still fail more than half the time on real-world tasks combining vision, search, and coding, revealing critical gaps in reasoning and tool use.
Open-source web agents can now outperform GPT-4o on key web navigation tasks, thanks to a new dataset and model family that levels the playing field.
