Deployment, Monitoring and Drift Detection

Running the system after release: staged deployment and rollback strategies, performance and cost monitoring, detecting data and concept drift, and operational logs. Excludes the chronological tracking of incidents, which belongs to 16.3, post-deployment monitoring as a legal obligation, which belongs to 14.8, and incidents and systemic risks, which belong to 11.7.

• 11.7 Incidents and Systemic Risks
• 14.8 Legal Liability, Redress and Post-Deployment Monitoring
• 16.3 Incidents and Breaches Observatory

• 8.1 Requirements Framing and Architectural Patterns
• 8.2 MLOps and LLMOps
• 8.3 RAG, Tool Use and Memory
• 8.4 Workflow Re-engineering for Agentic Systems
• 8.5 AI-BOM and Technical Supply Chains
• 8.7 Organizational Change Management
• 8.8 Reskilling and Operational Capacity Building
• 8.9 Measuring ROI and Everyday Adoption