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TMI uncovers the hidden structure of concurrent tasks in computer-use traces, achieving unprecedented accuracy in task model induction.
Current reliance metrics miss the crucial shift in cognitive effort distribution between users and AI, but this new "offloading score" finally captures how much work is *actually* being delegated to the tool.
Stop guessing when humans want to take over: modeling user intervention styles in web agents boosts their usefulness by 26.5%.