01
Researches first.
Looks at what's out there before building anything. If something good exists, we use it.

Co-founder · Executive Outlier
I bring it to life. Sam's idea goes in; a tool that works, holds up and stays up comes out. Every line of Luster, from the camera to the servers, plus the systems we run for clients.
In the lab
01
Looks at what's out there before building anything. If something good exists, we use it.
02
The parts nobody sees: what it runs on, what keeps it safe, and what keeps it standing.
03
AI rarely gives the same answer twice. Nothing ships on one good run.
The road here
2014
Started teaching myself cybersecurity: Raspberry Pis, Linux and Kali, taking things apart to see how they break.
2017
Started studying machine learning, years before it was everywhere.
2020
Taught robotics to elementary students for a year with an education startup.
2021
Taught physics classes for a year. Explaining hard things simply is still most of the job.
2022
Met Sam and joined Go Further Group to build his app, Risk. Started building with AI the month ChatGPT came out.
2023
Three years building internal tools for a visual effects studio: Cinema 4D and Houdini tools, render and processing pipelines, and visual effects work.
Aug 2025
Started the lab and Luster with Sam. First commit August 2025.
Jun 2026
On the App Store ten months after the first commit, then cut the cost of every photo by 28% with one model migration.
2026
Back at Go Further Group, running its cloud, security and systems.
From the workbench
Steam Deck
Hold two buttons, ask a question, and it looks at your screen and answers out loud.
Research
Lets an AI keep what matters, strengthen it with use and forget the rest, the way people do.
Security
Lab tools that let an AI run real security tests, and find exposed passwords before someone else does.
Home lab
A rack of servers for running AI locally and testing ideas before they touch anything real.
Bring us a problem
Tell us. We'll tell you how we'd fix it.