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AI-assisted knowledge work evaluation

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The human orchestrator must explain how AI-generated work was produced

IN CONTEXTAI-assisted knowledge work evaluation1 viewpoints
2026-09-12

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The human orchestrator must explain how AI-generated work was produced

In AI-augmented knowledge work, the human acts as an orchestrator who must understand—and be able to explain—how AI-generated outputs were produced; inability to do so signals quality issues.

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Supporting evidence

When Everyone Is 10x More Productive, No One Is

Original excerpt

Being able to do this, again, to me, is the human as orchestrator. But as orchestrator, you need to be able to understand the connections. Even if the machine doesn’t give you the connections explicitly, you better be able to say, “Here’s how this thing was arrived at.” If you cannot, I think there are issues with the quality of your work.
Context

Yeah.

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