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Curated supervision resources for designers and developers.
Products are shifting from 'user executes tasks' to 'user supervises AI agents.' This requires entirely new UX patterns: confidence levels, decision logic visibility, and human override points. Design moves from task flows to orchestration interfaces — trust and observability become the new UX primitives.
Added Mar 2026