What Happened When Utah Put Ed-Tech Privacy Promises to the Test
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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.
The Workflow Lens. AI is not truly augmenting you just because one step got faster; it is augmenting you when the whole workflow leaves people with more cont...
The Implementation Gap - agency expands only when institutions can absorb, audit, and sequence it