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AI-FOR-KNOWLEDGE-WORK5 MIN READ

Use AI as the maker, not the final checker

Use a maker-checker workflow so AI-generated work is reviewed against purpose, evidence, and risk before it is shared.

The fastest safe AI workflow has two roles: maker and checker. AI is excellent at making a first pass: summarizing, rewriting, classifying, listing options, and turning messy inputs into a shape you can inspect. That speed is valuable, but it is not the same as judgment. The checker role asks different questions: Is this the right source? Is the claim supported? Did the model omit a constraint? Would the stakeholder make the same decision if they saw the evidence? Govern the use The human owns when AI is allowed, what data can be used, and what level of review is…

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