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.
The graph holds this control, the 0 it maps to, and the evidence behind each claim, over MCP and REST.