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UX researchers warn against defaulting every Large Language Model capability to chat bubbles because text-heavy interfaces increase cognitive load and create input barriers. Designers must evaluate physical dexterity, location context, and mental effort before selecting modalities for data entry or system output. A task audit paired with an Input/Output Alignment Matrix helps teams choose the right interface that adapts to user needs rather than forcing users into a single conversational format.
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