About
I do the work of a five-person team. AI runs in parallel threads under my frameworks and evals, and twenty-five years of factory software tell me where to aim it.
- Sole owner of the production test software, firmware programming infrastructure, and data backbone across three manufacturing sites — a team's scope, carried for years
- Built for safety-critical controllers (SIL 3): production test, traceability, and the data systems behind them
- The floor runs on it: data entered once, steps that cannot be skipped, reports that build themselves
- Management gets answers in seconds; sensitive data never leaves the building
- Two decades of SQL Server and .NET, widened by Claude, Gemini, and Codex under frameworks and evals I built
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. Work starts where the measured value is highest — not where the change is easiest.
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.
You are not adding an employee. You are adding the missing experience that lets your business ride the AI transformation without disrupting the workforce you already have. Open to architect-level roles and embedded engagements.
Get in touch