I’m a Development and Operations engineer working at the intersection of AI, website systems, and automation. I’m currently seeking opportunities, projects, and collaborations in web applications, infrastructure, and agentic automation.
A Local Voice Agent, and the Two Weeks It Took to Make It Fast
Getting a self-hosted AI agent to hold a real-time voice conversation over Discord — on our own GPUs, with nothing leaving the network — turned into a two-week latency hunt through cold GPU handles, prefix-cache misses, and a one-character ID mismatch that made the whole feature look broken for months.
The Felt Experience of a Well-Tuned Network
Most networks are utilities. A few are tools. The difference is whether you can feel the friction every time information passes through. You spend eight hours a day inside your network. More, if you work with cloud services, remote collaborators, streaming media, or...
Agentic Web Scraping with Browser Automation
The Challenge I went into this project wanting to build an agentic agent that could scrape the web and populate web application forms with information. Traditionally, building a scraping agent is stopped by the goalkeeper the minute the site renders content with...
Research Lab Infrastructure Modernization
Executive Summary Faced with 10‑year‑old Ivy Bridge servers, fragmented GPUs, and mounting energy bills, the lab launched a six‑month modernization from January to June 2025. The goals were to: Cut idle power and HVAC costs Consolidate scattered compute and GPU...