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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…

AI, artificial-intelligence, chatgpt, LLM, technology

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…

AI, artificial-intelligence, LLM, rag, technology

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…

AI, artificial-intelligence, chatgpt, machine-learning, technology

From Static Rules to Smart Agents: Why Traditional Workflows Are Becoming Obsolete

Part 1: The Case Against Traditional Workflow Systems Introduction The enterprise software landscape is experiencing a fundamental shift. After decades…

AI, artificial-intelligence, business, chatgpt, technology

Why LLMs and Humans Think Differently: An Amateur Dive into AI’s Compression Problem

I recently read article “From Tokens to Thoughts: How LLMs and Humans Trade Compression for Meaning” by Yann LeCun and…

AI, artificial-intelligence, chatgpt, Content Categorization, LLM, Taxonomy, technology

1. Beginner’s Guide to Oracle Content Management Sites Compilation – Part 2

In Part 1 of Beginners Guide to Oracle Content Management Sites Compilation blog you learned about basics of compiling sites…

Compiled Sites, SItes

1. Beginner’s Guide to Oracle Content Management Sites Compilation – Part 1

Oracle Content Management (OCM) provides powerful site-building capabilities. Site contributors can use Site Builder to create site pages, add component…

Compiled Sites, SItes

CI/CD Pipeline Setup for Oracle Content Management

The objective of this document is to describe set up of continuous integration / continuous deployment (CI/CD) pipeline to manage…

Content and Experience Cloud, Content Toolkit, Oracle Content Management

Customizing the Controller File in Oracle Content & Experience Sites

I often received questions how to change the site prefix or control pre-fetching of static resources like JavaScript in Oracle Content…

Content and Experience Cloud, SItes

Taxonomies in Oracle Content and Experience – Part I

In March release (19.1.5), Oracle Content and Experience (OCE) added support for managing controlled vocabulary organized into a hierarchical structure…

Content and Experience Cloud, Structured Content, Taxonomies

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About Me

Rocket scientist (ex) passionate about technology, good wine, skiing and sailing.

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Recent Posts

  • AI Agent with RAG-Assisted Declarative Query Generation for Data in Oracle Analytic Views January 28, 2026
  • A Framework for Testing Agentic Design Patterns Using LangChain & LangGraph January 20, 2026
  • GraphRAG Part 4 – Community Detection and Embedding, Search and Hybrid Retrieval Integration December 19, 2025
  • GraphRAG Part 3 – Intelligent MVR, Query Routing and Context Generation December 7, 2025
  • GraphRAG Part 2 – Cross-Doc & Sub-graph Extraction, Multi-Vector Entity Representation November 26, 2025
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