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CONCEPT

Designing for Cognitive Diversity

Pariser's framework for redesigning AI systems so that cognitive diversity becomes a first-order optimization target rather than a side effect sacrificed to helpfulness, alignment, and user satisfaction.
Designing for cognitive diversity is Pariser's prescription for AI systems that serve human creative range rather than narrowing it. The prescription is not to abandon the optimization targets that make AI useful — helpfulness, alignment, user satisfaction are legitimate goals — but to add countervailing objectives that prevent single-variable optimization from consuming the cognitive capacities the AI depends on. A system optimized for helpfulness alone will converge. A system optimized for helpfulness plus cognitive diversity must trade off between the two, and the trade-off is precisely the point. The introduction of countervailing objectives is what prevents the bubble from tightening toward its equilibrium.

In The You On AI Field Guide

Cognitive diversity in the production context means something broader than diversity in the consumption context. In content, diversity meant exposure to different perspectives. In production, diversity means exposure to different approaches, different aesthetic possibilities, different conceptual frameworks for the problem at hand, different ways of defining the problem itself. It is not just about seeing different things; it

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