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AI has become a design problem

The bulk of the discussion around making AI trustworthy centers on engineering. But it should really be focused on design.

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UI design must introduce new mechanisms to allow users to inspect data provenance and reasoning and introduce visual cues to better share data confidence and bias to the user.
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