What I Actually Build: AI Systems That Ship, Not Demos That Impress

Every LinkedIn post about AI sounds the same. "Excited to leverage cutting-edge LLMs to transform your business." Cool. What does that even mean?

I'll tell you what I actually do.

AI Engineering — Not the Buzzword Version

I build AI systems that run in production. Not prototypes that break when you look at them wrong.

RAG Systems: Retrieval-Augmented Generation is where I spend most of my time. Real RAG — not just "stuff everything into a vector store and pray." I design chunking strategies, retrieval pipelines, re-ranking layers, and evaluation frameworks. The stuff that makes the difference between a chatbot that hallucinates and one that gives you the right answer every time.