Spot the Lookalike Prompt Problem
Recognize when AI sourcing inputs create lookalike risk by using an employee profile as the target template.
One object turns the sourcing prompt into a lookalike search. Which part of the scene is the real issue? Incumbent profile used as the AI target Correct. A profile can carry proxy signals. NIST-style risk mapping asks what data and context shape the AI output before it affects people. Role-task notes on the table Not the issue. Task notes are the safer input because they define work activities and evidence instead of similarity to a current employee. Manager pointing during the meeting Weaker choice. The manager's gesture is not the problem by itself. The principle is whether the AI target…
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