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Performance & Efficiency

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.

What is Agent Status & Monitoring?

When an agent is working on a long-running or multi-step task, users need to know what's happening without being forced to watch constantly. Traditional loading indicators like spinners and progress bars don't work for agentic tasks that may take minutes or hours, involve multiple parallel activities, or require occasional user attention. The design challenge is keeping users informed without demanding their attention. This pattern provides four status layers: ambient status (persistent unobtrusive badge), progress status (glanceable panel available on demand), attention status (interrupting notification when input is needed), and summary status (completion report). The system supports multiple concurrent tasks, provides estimated completion times, and auto-dismisses completed items while keeping them accessible in the audit trail.

Example: Devin AI - Live Terminal Status View

Devin AI showing live terminal view with real-time agent activity and zoom controls for detail levels

Shows a live terminal-style view of what the agent is doing in real-time - running tests, reading files, writing code - with the ability to zoom in on any step or zoom out to a high-level summary.

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Related Prompts from Performance & Efficiency

Intelligent Caching

Performance & Efficiency

Design a smart caching interface similar to Spotify's offline downloads or Google Maps offline areas. Show AI that pre-loads content intelligently based on usage patterns. Include: main content area with seamless loading (no spinners for cached content), cached content indicator (small offline icon or badge), settings panel to configure cache preferences (storage limit, what to cache), cache status dashboard showing storage used, what's cached, and cache hit rate, smart suggestions for what to cache based on usage ('Cache your frequently used items?'), and background sync indicator when updating cached content. Style: Subtle, behind-the-scenes, efficient. Use minimal UI, subtle badges, progress indicators only when necessary. Platform: Web/mobile application, works offline.

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Progressive Enhancement

Performance & Efficiency

Design a progressive enhancement interface similar to image loading on Pinterest or video quality adaptation on YouTube. Show content that starts basic and enhances progressively. Include: initial basic content view (low-res placeholder, skeleton screens), enhancement indicator showing content is upgrading (subtle shimmer or progress), toggle to control enhancement level (Basic/Standard/Enhanced), bandwidth/capability indicator explaining why certain level is selected, settings to prefer speed vs quality, and graceful fallback messaging when enhancement isn't available ('Showing basic version - enhance available on WiFi'). Style: Smooth, adaptive, quality-conscious. Use skeleton screens, smooth transitions between quality levels, clear quality badges. Platform: Web/mobile application, adaptive.

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