Governance + Culture + Integration cover organisational elements supporting IEEE 7000 implementation. Per public IEEE 7000-2021 abstract + Wikipedia + academic literature (full IEEE text NOT reproduced): governance + roles including: AI Ethics Officer + Ethics Review Board + Responsible AI Steering Committee + cross-functional team (engineering + legal + policy + UX + domain expert); accountability framework for AI systems per NIST AI RMF GOVERN + EU AI Act Article 17 quality management system + ISO/IEC 42001 management system; senior management commitment + Board ESG/AI oversight + reporting lines. Organisational culture and training: ethics in technology training + responsible AI training + role-based curriculum + onboarding + ongoing CPD; psychological safety + speaking-up culture + ethical concern reporting + whistleblower protection; ethical maturity assessment + cultural change management. Integration with system engineering: ethics by design + integration with V-model + Agile + DevOps + MLOps + GitOps + CI/CD pipelines; ethics gates + decision points + review checkpoints; tools + workflow + governance scaffolding. Measurement and improvement: ethical KPIs + responsible AI metrics + maturity model (RAIM Responsible AI Maturity Model + EU AI Act capability levels + NIST AI RMF profile); continuous improvement PDCA + lessons learned + sharing across community + open-source contribution. AI incident reporting and response: incident definition + categorisation (failure + bias + privacy + safety + societal harm) + reporting to NIST AI Incident Database + AI Incident Database (AIID) + EU AI Act post-market monitoring + sectoral regulators; root cause analysis + corrective action + lessons learned + horizontal expansion. Regulatory compliance for AI: monitoring evolving regulations + EU AI Act timeline + member state implementations + UK AI Bill + China AI Generative Service Regulation + US Federal + State AI laws + Canada AIDA + Brazil AI Bill + India DPDP + sectoral AI (healthcare + financial + employment + criminal justice). Coordinates with NIST AI RMF + EU AI Act + ISO/IEC 42001 + ISO/IEC 38507 + RAIM Responsible AI Maturity Model + AIID + IEEE AI Standards Committee. IEEE 7000 Governance + Culture + Integration applies.
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