Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Performance profiling workflow: identify bottlenecks, measure against budgets, prioritize optimizations.
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实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
System name argument → profile that system. full → all systems.
Load from design docs or CLAUDE.md. Typical targets:
| Metric | Mobile (RN) | Web | Notes |
|---|---|---|---|
| JS thread | <16.67ms/frame | — | 60fps budget |
| TTI | <3s | <2s | Time to interactive |
| Memory | <200MB | — | Per-app on device |
| Bundle size | <10MB OTA | <200KB initial | Compressed |
| Core Web Vitals | — | LCP<2.5s, FID<100ms, CLS<0.1 | Web only |
| Scenario | Tool | When to use |
|---|---|---|
| React re-renders | React DevTools Profiler | Unnecessary renders, slow components |
| JS thread bottlenecks | Flipper / Hermes profiler | Frame drops, slow interactions |
| Native iOS perf | Xcode Instruments | Memory leaks, CPU spikes, energy |
| Native Android perf | Android Studio Profiler | Memory, CPU, network on-device |
| Web performance | Lighthouse + Chrome DevTools | CWV, bundle analysis, network |
| Bundle bloat | npx expo-doctor, source-map-explorer | Large dependencies, tree-shaking |
CPU: nested loops over large collections, string ops in hot paths, per-frame allocations, expensive bridge calls Memory: data structure growth, leaked refs, image/asset footprint, caches without eviction Rendering: overlapping views (overdraw), non-virtualized lists, animations not on UI thread, unoptimized images I/O: sync storage on main thread, network waterfalls, large payload serialization
| Symptom | Likely cause | Fix approach |
|---|---|---|
| Choppy scrolling | Non-virtualized list or heavy row render | FlatList/FlashList + memo rows |
| Slow navigation | Heavy screen mount + data fetch | Prefetch + lazy load |
| Memory climbs over time | Listener/subscription leaks | Cleanup in useEffect returns |
| Large bundle | Unused deps or unshaken imports | Bundle analysis + code splitting |
| Slow startup | Too much sync init work | Defer non-critical init, lazy imports |
| Bridge spam | Frequent native↔JS calls | Batch operations, use JSI where possible |
For M/L effort hotspots, ask user: Implement now | Reduce scope (/scope-check) | Defer | Escalate (/architecture-decision)
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
中文简介正在准备中。当前显示原文说明。
Web/mobile accessibility decision guide: WCAG 2.2 AA, ARIA, keyboard nav, focus management, contrast, testing. Use for: a11y, accessibility, wcag, aria, screen reader, keyboard, contrast.
中文简介正在准备中。当前显示原文说明。
Generate, iterate, and scale ad creative for paid advertising across Google, Meta, LinkedIn, and X. Covers platform specs, creative frameworks, and quality validation.
中文简介正在准备中。当前显示原文说明。
Musica interactiva para juegos: layering vertical, re-secuenciacion horizontal, stingers, reglas de transicion con sync points, y mapeo de estados de gameplay a musica. Usar para: musica adaptativa, sistema de musica dinamica, transiciones musicales, combat music.
中文简介正在准备中。当前显示原文说明。
Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
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Inter-agent communication protocol for C-suite agent teams. Defines invocation syntax, loop prevention, isolation rules, response formats, and quality loops.
中文简介正在准备中。当前显示原文说明。