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。
Trace every button, toggle and form submit through the state changes it triggers, to find controls that work in isolation but do nothing or the wrong thing together: a later call undoing an earlier one, async races, stale closures, effects that reset state, dead paths. Audit a page, a store or a whole app.
中文简介正在准备中。当前显示原文说明。
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。
Static review checks that a handler exists and does not crash. It does not check that the final state matches what the button promises. A "New email" button that calls setComposeMode(true) and then selectThread(null) looks correct, until you notice that selectThread resets composeMode to false: the button does nothing.
| Mode | Use when |
|---|---|
page <path> | After building a page, or when a user reports a button that does nothing |
store <name> | After changing a store or context: audit every caller of the changed actions |
app | Before a launch or after a big refactor of shared state |
An app audit is expensive: map the stores first (Phase 2), then audit page by page.
For every store, context or reducer in scope (Zustand, Redux, React context, Pinia, signals), list each action:
STORE emailStore
setComposeMode(bool) → sets {composeMode}
selectThread(t|null) → sets {selectedThread, messages} RESETS {composeMode, composeData}
DANGEROUS RESETS: selectThread resets composeMode, which it does not own
Include the effects (useEffect, watch, subscriptions) that react to state and write state: they are hidden calls in every handler that touches their dependencies.
For each button, toggle, link with a handler and form submit:
TOUCHPOINT "New email" ComposeButton.tsx:42
1. setComposeMode(true) → composeMode = true
2. selectThread(null) → RESETS composeMode = false ← conflict
EXPECTED: compose panel opens
ACTUAL: nothing changes
| Pattern | Looks like |
|---|---|
| Sequential undo | A later call (or its side effect) resets what an earlier call set |
| Async race | Two requests whose .then write the same state; the slower one wins, not the newer one. Also: a response arriving after the user navigated away or changed the filter |
| Stale closure | setCount(count + 1) twice in one handler, or a callback memoized with old dependencies; use functional updates |
| Effect interference | The handler sets a value, an effect watching it resets or overwrites it |
| Missing transition | "Save" validates but never calls the API; "Delete" sets a flag nothing reads; the endpoint it calls was removed |
| Dead path | The real work sits behind a condition that is always false at that moment |
| Optimistic without rollback | The UI updates before the request, and a failure leaves it showing a state the server does not have |
| Double submit | The control stays enabled during the request, so two clicks create two records |
For each finding:
CLICK-PATH-001 [HIGH] "New email" in ComposeButton.tsx:42
Pattern: sequential undo
Trace: setComposeMode(true) → selectThread(null) resets composeMode
Expected: compose panel opens Actual: nothing happens
Fix: call selectThread(null) first, or stop selectThread from resetting state it does not own
Severity: CRITICAL loses or corrupts data, HIGH the control does not do what it says, MEDIUM it works with a wrong intermediate state or a race that is rare, LOW cosmetic. Where a test runner exists, propose a component or end-to-end test per finding that clicks the control and asserts the final state (/playwright-pro for web).
| Verdict | When |
|---|---|
| PASS | No HIGH or CRITICAL findings |
| CONCERNS | MEDIUM findings only |
| FAIL | Any HIGH or CRITICAL finding |
/playwright-pro to turn findings into regression tests./ui-polish once the controls work.还没有评价。欢迎分享你的使用感受。
无需登录即可发表。欢迎分享使用感受、提问,或说明在哪些环境下无法运行。
还没有评论。来写第一条吧。
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.
中文简介正在准备中。当前显示原文说明。
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。