Building systems, writing about it.

I design and build infrastructure, security, and AI systems — then write up what I learned along the way.

📄 Experience 🔧 Projects ✍️ Articles in LinkedIn

Featured Projects

Overdrive

A hands-on AI inference lab for porting, quantizing, and benchmarking open-source LLMs across hardware — from a 12GB consumer GPU to multi-node setups. Focused on getting big models to run fast and cheap, with a documented experiment tracker for every result.

AI vLLM GPU Inference

Recent Articles

2026-10-28

Local AI Under a CMMC Lens: Lessons Learned From Building a Private Inference Stack

How I learned to think about local AI through a CMMC/NIST lens — data flows, model supply chains, egress control, and the evidence a 3PAO actually needs to see.
2026-10-28

My Home AI Lab: Three Machines, No Cloud, ~200 Tokens/Sec

How I replaced cloud inference with a three-machine home stack — the hardware, the software, real benchmarks, and what a million tokens actually costs in electricity.