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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CAPA system management for medical device QMS — root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Corrective and Preventive Action (CAPA) management within Quality Management Systems.
| Trigger Type | CAPA Required | Criteria |
|---|---|---|
| Customer complaint (safety) | Yes | Any involving patient/user safety |
| Internal audit finding (Major) | Yes | Systematic failure or absence |
| Nonconformance (recurring) | Yes | Same NC type 3+ times |
| External audit finding | Yes | All Major and Minor findings |
| Customer complaint (quality) | Evaluate | Based on severity and frequency |
| Trend analysis | Evaluate | Based on significance |
Select methodology based on problem characteristics:
For complete RCA method details, decision tree, 5-Why template with example, and fishbone categories, see references/rca-methodologies.md.
| Type | Purpose | Timeline |
|---|---|---|
| Containment | Stop immediate impact | 24-72 hours |
| Correction | Fix specific occurrence | 1-2 weeks |
| Corrective | Eliminate root cause | 30-90 days |
| Preventive | Prevent in other areas | 60-120 days |
For action plan template, effectiveness indicators, and implementation timeline, see references/effectiveness-verification-guide.md.
| CAPA Severity | Wait Period | Verification Window |
|---|---|---|
| Critical | 30 days | 30-90 days |
| Major | 60 days | 60-180 days |
| Minor | 90 days | 90-365 days |
For verification methods, effectiveness determination decision tree, and closure requirements, see references/effectiveness-verification-guide.md.
| Metric | Target |
|---|---|
| CAPA cycle time | <60 days average |
| Overdue rate | <10% |
| First-time effectiveness | >90% |
| Recurrence rate | <5% |
| Tool | Purpose |
|---|---|
| capa_tracker.py | Generate CAPA status reports and metrics |
| Document | Content |
|---|---|
| rca-methodologies.md | 5-Why, Fishbone, FTA, Human Factors, FMEA templates |
| effectiveness-verification-guide.md | Verification planning, methods, action plans, closure |
Required elements: procedures, quality data analysis, cause investigation, action identification, effectiveness verification, management review submission.
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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.
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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.
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Generate, iterate, and scale ad creative for paid advertising across Google, Meta, LinkedIn, and X. Covers platform specs, creative frameworks, and quality validation.
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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.
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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.
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