Kirk Borne
@KirkDBorne
New (2nd edition) at https://t.co/3oUqMLht1G
RAG-Driven Generative AI — Build MAS-RAG with DualRAG, GraphRAG, multimodal video pipelines, and Oracle Database 23ai (=Oracle’s major database release that natively embeds artificial intelligence and vector search directly into its converged database engine)
𝗞𝗲𝘆 𝗙𝗲𝗮𝘁𝘂𝗿𝗲𝘀:
🟢Master DualRAG by combining vector search with SQL filtering over structured enterprise data.
🟢Implement GraphRAG, Spatial-RAG, and vector search natively in Oracle Database 23ai.
🟢Build multimodal video pipelines with human-feedback loops and fine-tuned models.
𝗕𝗲𝗻𝗲𝗳𝗶𝘁𝘀 𝘁𝗼 𝘁𝗵𝗲 𝗥𝗲𝗮𝗱𝗲𝗿:
🟣Bring intelligence directly to the data within Oracle Database 23ai.
🟣Defeat hallucinations and data poisoning with DualRAG, synchronizing vector semantics with structured SQL.
🟣Build MAS-RAG pipelines with Planner, Agent Registry, and MCP-standardized sovereign agents.
🟣Engineer an inference-time router using hybrid adaptive RAG to switch between reasoning, retrieval, and human feedback.
🟣Fuse vector similarity, Oracle Spatial, and SQL Property Graph traversal into a converged hyper-query.
🟣Deploy multimodal video RAG with version-controlled schema registry and semantic vector search over visual assets.
