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AI's integration into the workforce could enhance productivity but risks eroding the pipeline to expertise if not designed to foster learning and critical questioning.
Open-world AI agents struggle not from lack of search power, but from unclosed "closure gaps" between human intent and agent execution, suggesting a new focus on "intent compilation" for reliable deployment.
