Solutions Architect @ Qibb — broadcast & media workflow automation. San Diego.
I connect systems that weren't designed to talk to each other. Day to day that means MAM platforms, video AI, transcoding engines, and cloud services wired into pipelines that run without a human in the loop. Nights and weekends it means small hardware and desktop things that solve one problem well.
AI-Powered Brand Valuation Engine Sponsorship auditing is normally a manual, post-event guess. This turns it into a real-time number — detects brand appearances in broadcast footage, scores prominence, and calculates media value against a benchmark :30 spot, with deep links back to the exact second for verification. Built on Qibb orchestration and Twelve Labs video AI; MAM-agnostic across Iconik and Mimir.
RigMatch — Which local AI model can your computer actually run? Benchmarks your installed Ollama models on your real hardware and scores each on speed, answer quality, and hardware fit. Structured as a dating game show, because a leaderboard is boring.
Headroom Mini — A $26 desk gadget showing your Claude usage at a glance. One ESP32-S3 board, flashed from the browser over USB-C — no terminal, no soldering. Signed OTA updates, pinned root CAs, and confirmed pairing so the token only ever reaches the device in front of you.
Headroom Zero — The deluxe build of the same idea: a Raspberry Pi Zero 2 W with a full web dashboard, usage history, and a mascot who goes to sleep at night.
Desk Rave — A tiny 16-bit nightclub in the corner of your screen that moves to whatever you're playing. Real FFT drives the crowd, the lights, and the DJ — not a looping animation faking it. 40 hand-drawn venues, and presence detection that runs entirely on-device.
Node-RED · Qibb · JavaScript / TypeScript · Python · C++ · Rust · FFmpeg · Docker · AWS · REST & webhooks · Iconik · Mimir · Avid
Off-screen I make electronic music and shoot street and live-performance photography.


