This dynamic creates a seductive trap for the user. Because the model provides data points that fit the user’s request, the interaction feels productive. In our specific task, the user is not driven to a state where they become unhinged from reality, as the model selects valid examples that fit the true rule. Nevertheless, the mechanism creates a false sense of verification. If a user’s prior is grounded in reality, the model simply narrows their view; but if a user is uncertain or exploring a misconception, the model’s tendency to affirm that misconception can manufacture certainty where there should be doubt. The result is that users become very strongly committed to a belief for which there may only be a small amount of evidence.777This mechanism provides an account of belief maintenance consistent with cognitive models of delusion [bell_explaining_2006].
Born in Egypt but raised in the United States, Michael attended Harvard University as an undergraduate and earned a law degree from Stanford. He began his career with a quick stint at Goldman Sachs as an associate in the communications, media, and entertainment investment banking group, before jumping into tech at Tellme Networks in 1999, a voice-recognition company that he helped run before it was acquired by Microsoft in 2007 for roughly $800 million.
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