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.
“A chatbot” and “production enterprise chat” are not the same thing
What production enterprise chat actually looks like on Azure — one public front door, a private network, grounding, state, and the governance around the model.
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".