Part 2: A deep dive into implementation of cross-documents semantic relations extraction, multi-hop graph traversal queries, and multi-vector (entities, relations, … More
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Building a GraphRAG System – Core Infrastructure & Document Ingestion
Part 1: A deep dive into multi-database architecture, AI-powered entity extraction, and intelligent document processing Introduction Traditional RAG systems rely … More
Beyond Vector Search: How GraphRAG Enables Smarter AI Responses
Imagine asking your AI assistant: “Who manages the person leading our AI research project?” A traditional RAG system would struggle … More
Workflow and Agentic Flow Patterns: Choosing the Right Approach
Part 4: From Workflows to Autonomous Agents – A Pattern-Based Decision Framework In Parts 1-3 of this series, we explored … More
RAG at Scale: How Westlaw and LexisNexis Are Redefining Legal Research
Years ago, I had the opportunity to work with LexisNexis on building “LexisNexis™ Portal powered by Plumtree” – an enterprise … More
RAG at Scale: The Hidden Trade-Offs of Single Vector Embedding
Balancing performance and precision in enterprise search and data retrieval A common pattern for improving the quality of AI-assisted content … More
From Static Rules to Smart Agents: Advent of Agentic Workflows
Part 2: A Foundation of Agentic Workflows Introduction n Part 1, we explored why traditional workflow systems are struggling to … More
Making Content Layouts Robust
Oracle Content and Experience (OCE) allows you to develop custom Content Layouts and use them to render content items (see … More
Creating Simple Blog with Oracle CEC Sites
Recently I received several questions about creating a blog site with Oracle Content and Experience Cloud (CEC). In this post … More
Sites is Now Part of Oracle Content and Experience Cloud
On February 10, we announced release of Content and Experience Cloud to drive omni-chammel content management, delivery and digital experiences … More
Igor's Musings About Technology 