AI Agents, Multi-Agent Systems & LLM Council: A Practitioner's Guide to Enterprise Agentic AIFrom single-shot prompts to autonomous deliberation — architecture patterns, maturity model, and implementation guidance from two decades of enterprise consultingMay 20, 2026·14 min read
Beyond the AI Buzzwords: A Practical Guide to Descriptive, Predictive, Generative, and Agentic AIIf you’ve been in tech conversations lately, you’ve likely heard a flood of terms—AI, ML, Generative AI, Agentic AI. They’re often used loosely, sometimes interchangeably, and occasionally incorrectlyMar 25, 2026·6 min read
NLP FoundationsWhy This Module Exists (Big Picture) Before an AI Agent can act, it must: Understand what the user said Extract useful signals Decide what to do next NLP is the bridge between raw text and agent decisions 1️⃣ NLP Foundations – What & Why Natura...Jan 22, 2026·7 min read
Toolformer Explained: How AI is Teaching Itself to Use the Software WorldIntroduction We are living in a strange era of AI where a model can write a convincing Shakespearean sonnet in seconds but might confidently tell you that 42 multiplied by 8 is 350. This "paradox of competence" happens because Large Language Models (...Jan 21, 2026·3 min read
GitHub Copilot & ChatGPT for Developers1 Introduction to ChatGPT (Developer Perspective) What ChatGPT Can Do Generate code from natural language Explain unfamiliar code Debug errors Refactor code Write tests & documentation What ChatGPT Cannot Reliably Do Guarantee correctness Re...Jan 17, 2026·3 min read
Building a Conversational AI Experience in Microsoft Teams using Power Automate and Microsoft FoundryModern enterprises want AI embedded directly into everyday collaboration tools. One of the most effective places to integrate AI is Microsoft Teams.This blog walks through a hands-on demo from an enterprise training program that demonstrates how to c...Jan 13, 2026·4 min read
XML vs JSON in Prompt Engineering: A Follow-Up ExperimentIn my previous article, “XML Is Making a Comeback in Prompt Engineering — And It Makes LLMs Better”, I argued that structured prompts—especially XML-style prompts—offer advantages as prompt engineering matures into a production-grade discipline. Fran...Jan 3, 2026·3 min read
