GraphRAG Part 2 – Cross-Doc & Sub-graph Extraction, Multi-Vector Entity Representation

Part 2: A deep dive into implementation of cross-documents semantic relations extraction, multi-hop graph traversal queries, and multi-vector (entities, relations, … More

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

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

The Shifting Landscape of Software Development Roles in the AI Era

I can see a paradox in the software development industry. A rigorous 2025 study found that when developers use AI-tools, … More

The Hybrid Approach: Bridging Traditional and Agentic Workflows

Part 3: BPMN Meets AI Agents – The Pragmatic Path to Intelligent Automation In Part 2, we explored how agentic … 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

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

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 … More

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 … More