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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QMR governance — management review, quality KPIs, quality objectives, regulatory compliance oversight, and quality culture per ISO 13485 Clause 5.5.2.
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Quality system accountability, management review leadership, and regulatory compliance oversight per ISO 13485 Clause 5.5.2 requirements.
| Responsibility | Scope | Evidence |
|---|---|---|
| QMS effectiveness | Monitor system performance and suitability | Management review records |
| Reporting to management | Communicate QMS performance to top management | Quality reports, dashboards |
| Quality awareness | Promote regulatory and quality requirements | Training records, communications |
| Liaison with external parties | Interface with regulators, Notified Bodies | Meeting records, correspondence |
| Decision Type | QMR Authority | Escalation Required |
|---|---|---|
| Process changes within QMS | Approve with owner | Major process redesign |
| Document approval | Final QA approval | Policy-level changes |
| Nonconformity disposition | Accept/reject with MRB | Product release decisions |
| Supplier quality actions | Quality holds, audits | Supplier termination |
| Audit scheduling | Adjust internal audit schedule | External audit timing |
Conduct management reviews per ISO 13485 Clause 5.6:
For input/output templates, attendee requirements, and the full management review input template, see references/management-review-guide.md.
Establish, monitor, and report quality performance indicators using SMART criteria.
| Category | KPI | Target |
|---|---|---|
| Process | First Pass Yield | >95% |
| Process | Nonconformance Rate | <1% |
| CAPA | CAPA Closure Rate | >90% |
| CAPA | CAPA Effectiveness | >85% |
| Audit | Finding Closure Rate | >90% |
| Customer | Complaint Rate | <0.1% |
| Customer | Satisfaction Score | >4.0/5.0 |
For KPI review frequency, performance response matrix, and dashboard templates, see references/quality-kpi-framework.md.
Establish measurable quality objectives per ISO 13485 Clause 5.4.1:
For objective structure template, categories, and quarterly review process, see references/quality-kpi-framework.md.
Assess and improve organizational quality culture annually:
For culture dimensions, survey categories, and improvement actions, see references/management-review-guide.md.
For multi-jurisdictional compliance matrix, monitoring workflow, regulatory authority interface procedures, inspection readiness checklist, and escalation/investment decision frameworks, see references/management-review-guide.md.
| Tool | Purpose |
|---|---|
| management_review_tracker.py | Track review inputs, actions, metrics |
| Document | Content |
|---|---|
| management-review-guide.md | ISO 13485 Clause 5.6, input/output templates, regulatory oversight, culture assessment |
| quality-kpi-framework.md | KPI categories, targets, calculations, objectives, dashboard templates |
| Skill | Integration Point |
|---|---|
| quality-manager-qms-iso13485 | QMS process management |
| capa-officer | CAPA system oversight |
| qms-audit-expert | Internal audit program |
| quality-documentation-manager | Document control oversight |
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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.
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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.
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.
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