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Pattern Category

Performance & Efficiency

Performance and efficiency patterns address what happens when AI is slow, offline, or overloaded. These patterns show how to design for latency, build fallbacks, cache predictively, and keep users informed without creating panic.

3 patterns in this category

Intelligent Caching

Pre-fetch and cache AI content for instant results, reducing latency.

Progressive Enhancement

Provide immediate basic responses then progressively add detail and accuracy.

Agent Status & Monitoring

Design a layered status system with escalating attention demands - from ambient badges to glanceable progress panels to interrupting notifications - so users stay informed about agent activity without being forced to watch.

← Browse all 38 AI UX patterns

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