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The task is too small a unit. Workflows are the adoption unit.

The paper's useful move is to stop measuring AI by isolated task automation. Human-agent collaboration changes the workflow around the task: where judgment moves and what evidence the human can inspect.

Source: arXiv · Sep 11, 2026Read original source
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A tabletop workflow scene shows paper dossiers, small process markers, and people reviewing evidence.
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