RAG, Tool Use and Memory

The engineering of retrieval-augmented generation, tool use and memory in applications: chunking and indexing, retrieval design, tool integration, and short- and long-term memory management. Excludes context protocols at the standards level, which belong to 5.6, retrieval as a research field, which belongs to 4.7, and hallucination as a structural property, which belongs to 5.10.

• 4.7 Retrieval, Knowledge and Recommendation
• 5.6 Context Protocols and Tool Use
• 5.10 Hallucination and Structural Reliability

• 8.1 Requirements Framing and Architectural Patterns
• 8.2 MLOps and LLMOps
• 8.4 Workflow Re-engineering for Agentic Systems
• 8.5 AI-BOM and Technical Supply Chains
• 8.6 Deployment, Monitoring and Drift Detection
• 8.7 Organizational Change Management
• 8.8 Reskilling and Operational Capacity Building
• 8.9 Measuring ROI and Everyday Adoption