Part 1: A deep dive into multi-database architecture, AI-powered entity extraction, and intelligent document processing Introduction Traditional RAG systems rely…
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…
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…
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,…
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…
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…
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…
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…
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…
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…
Igor's Musings About Technology 