Operations + Lifecycle cover IEEE 7000 in deployed system operation. Per public IEEE 7000-2021 abstract + Wikipedia + academic literature (full IEEE text NOT reproduced): monitoring in operation including: ethical KPIs continuous tracking + drift monitoring (concept drift + data drift + model performance degradation + ethical performance degradation) + complaint and grievance mechanism + user feedback channels + community engagement; threshold alerts when ethical performance breaches; ongoing AI risk monitoring + emerging risk identification + horizon scanning. Data governance throughout AI lifecycle: data provenance and lineage tracking (where data came from + transformations + access) per CDISC standards + Datasheets for Datasets + Data Catalogs (Apache Atlas + DataHub + Collibra); privacy protection in AI training data + differential privacy + federated learning + synthetic data + k-anonymity + l-diversity + GDPR + IEEE 7002; data retention for AI models + minimal necessary + purpose limitation + GDPR Article 5(1)(e) + sectoral retention; model and data versioning + reproducibility. Safe AI deployment procedures: pre-deployment review + readiness assessment + go/no-go criteria + canary + phased rollout + blue-green + feature flags + emergency kill-switch + circuit breakers + monitoring + rollback. AI system lifecycle management: model card + datasheet + version control + retraining triggers + concept drift triggers + scheduled re-evaluation + bias audit + fairness audit + privacy re-assessment; CMR Continuous Model Retirement + sunset notification + alternative provision + grace period; data and model decommissioning + secure deletion + cryptographic erasure + retention per legal requirements + post-decommissioning effect monitoring. Coordinates with MLOps + GitOps + DevSecOps + Continuous Deployment + canary + feature flag platforms + AIID + EU AI Act post-market monitoring + GDPR data subject rights + ISO/IEC 27040 storage security + cryptographic erasure + NIST SP 800-88 media sanitisation. IEEE 7000 Operations + Lifecycle applies.
This control maps to 93 controls across 33 other frameworks. If you already hold one of them, the evidence you collected for it is the starting point here rather than new work.
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The graph holds this control, the 93 it maps to, and the evidence behind each claim, over MCP and REST.