Writing

Notes on Azure & AI architecture

Practical write-ups on cloud migration, AI-enabled systems, and production delivery on the Microsoft stack — from real patterns, not slideware.

AI · Fundamentals

LLM, agent, MCP — what they actually mean

Three terms that get used interchangeably and shouldn't. What each one is, how they fit together, and the questions to ask before you buy "an AI agent".