computer vision engineering built for production, not just proof of concept
Real engineering. Honest advice. Systems built to ship.
“An exemplary engineer who cuts through the noise and is able to focus on and execute quickly on the most important things for the team and company.”
– Alvin AuYoung, Director of Software Engineering
SOLVING PERCEPTION PROBLEMS AT EVERY STAGE
The prototype that never ships, the codebase no one can maintain, the software that times out once it hits production — the deployment journey is rarely straightforward and obstacles are inevitable. How you solve them is pivotal to your success and, often, your sanity.
Some projects call for experience beyond what your internal team has. Whether you’re building your first perception system or solving a complex production challenge, I help you assess opportunities, evaluate technical options, and build practical roadmaps grounded in real best practices.
You need specialized expertise to move forward
Limited budgets and hardware constraints require more thoughtful fixes. Smarter algorithms and more efficient implementations can help you make the most of the hardware you’ve already deployed. More compute is expensive, but better engineering compounds.
YOU NEED TO DO MORE WITH YOUR CURRENT HARDWARE
Launching isn’t the finish line – it brings a whole new set of challenges to solve. I help you build out the meaningful profiling, validation, tooling, and data infrastructure that sustainable systems depend on so your team can move forward with confidence.
YOU’ve deployed but maintenance is a mystery
Production-ready perception systems depend on much more than a working model. They require thoughtful software, tooling, and infrastructure that survive pressure tests and support long-term performance.
My work spans performance engineering, model and prototype software, profiling and validation, and technical consulting — all centered on helping your computer vision team build systems they can understand, improve, and confidently maintain.
Every engagement starts with a careful technical assessment before we move into execution. Each recommendation follows the evidence, not assumptions, so we can carve the best path forward.
See what it’s like to work with me.