About
I connect the systems a plant already runs, enforce the process in software, and put AI to work where it pays. The past thirteen years: production test, traceability, and data infrastructure for safety-critical controllers (SIL 3) at a major international manufacturer.
On the floor that means data entered once, steps that can't be skipped, and reports that build themselves. Management gets answers in seconds, and sensitive data never leaves the building. The foundation is two decades of software architecture on SQL Server and .NET. AI widened that reach: I now work in whatever stack fits the problem, using the frameworks and evals I built to make Claude, Gemini, and Codex deliver production-grade results.
Drive
I take over the stalled rollouts and finish them.
Integrate
I connect the systems you already run, so data is entered once and visible everywhere.
Automate + AI
I build the automation and AI that fill the gaps, on your hardware.
Approach
Scan in · track the floor · bridge the data
Hours saved is the visible part of an AI project. Underneath sit the layers that decide whether it survives production. I map those layers first, then build.
Strategy
Audit the workflows, score each for AI readiness, model the return. We start where the measured value is highest.
Data
An LLM call takes seconds; the pipeline behind it takes months. Most of the work is cleaning sources and filling gaps, and I start with the data you already have.
Infrastructure
Production needs more than a working demo. Pipelines, API layers, and the right model for each task keep the system reliable at scale.
The AI work
The part I'm known for: the context, guardrails, and evals that turn a model into production-grade output. If the eval score drops, it doesn't ship.
The human side
The system has to make the operator's day shorter. I design for adoption: fewer steps, clearer screens, visible wins.
Sovereignty
Everything can run on your own hardware. Sensitive data stays inside the building, which keeps your regulatory posture intact.
Longevity
I write it down. The system keeps running, and improving, when I'm not in the room.
Skills
Software & Architecture
Test & Automation
Cyber & Safety
AI Engineering
Let's connect your operation.
I finish stalled automation projects, connect the systems you already run, and bring AI onto the floor. I'm open to architect-level roles and embedded engagements. Email is the fastest way to reach me.
Get in touch