I build reliable systems and unusual ideas that survive contact with reality.
Systems engineer focused on agent infrastructure, local-first software, networking, security and open source. Published researcher, Linux-first builder, and a strong believer that architecture should be judged by failure modes—not diagrams.
Research and contributions are useful because someone else can inspect the assumptions.
PUBLISHED RESEARCH · icSoftComp 2025 · SPRINGER CCIS
HERMES
Design and Deployment of a Hybrid AI/ML Network Security System on ARM Clusters for Edge Environments
Hybrid signature filtering and quantized neural inference designed for inline detection on low-power ARM nodes. The work focuses on practical edge constraints rather than treating compute as unlimited.
94.7% detection15 kpps inline4.2 W per active node
OPEN SOURCE / MATURE CODEBASE
ChrisTitusTech / WinUtil
Upstream work across drift detection, UI state synchronization, accessibility, storage controls and shell integration. This is the kind of engineering I value: changes made inside an existing system where compatibility and regressions matter.
I am a backend and systems engineer specializing in robust architecture, network performance, Linux and cybersecurity. I work from first principles: understand the data flow, trust boundaries, control paths and failure modes before choosing the abstraction.
AI is an execution multiplier for me, not a substitute for owning the architecture. I value performance, clarity and maintainability over novelty.
“Being weak is nothing to be ashamed of… Staying weak is!”
— Fuegoleon Vermillion
I believe in thinking from first principles — understanding data flow, control paths, and failure modes before writing a single line of code. I value performance, clarity, and maintainability over novelty. Given sufficient time and access, I focus on understanding the problem deeply and then building reliable, maintainable solutions.
RECOGNITION / CREDENTIALS
Published researcherHERMES · icSoftComp 2025 · Springer CCIS
GoogleCrash Course on Python
OracleJava Foundations
GoogleTools of the Trade: Linux & SQL
WRITING / NOTES
I write to make an idea harder to hide from itself.
Writing is where I slow down enough to examine assumptions, ambiguity, people, systems and the uncomfortable gap between what sounds true and what survives scrutiny.
OUTSIDE ENGINEERING
I photograph things I would otherwise forget.
Photography, art, philosophy, music, mountains and writing give the technical work somewhere human to return to.
PHOTOGRAPHYARTPHILOSOPHYMUSICMOUNTAINSWRITING
Loading photographs…
The carousel pauses when you interact with it. Select any frame to open it full-size, then use the arrows or keyboard to explore the archive.
PHOTOGRAPHY ARCHIVE—
CONTACT
If the problem is interesting, I probably want to hear about it.
Systems, open source, research, security, unusual product ideas or engineering discussions.