01
About
Factories run on systems that were never designed to talk to each other. My job is making them — enforcing the process in software and putting 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.
25+
Years in software & automation
Millions
Units traced in production
SIL 3
Safety-critical scope
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.
04
Selected Projects
Founder · Shipped Product
A commercial Windows tool I conceived, built, and launched solo — plcdocgen.com
Point it at a Rockwell Studio 5000 export and get complete engineering documentation in seconds: tag database, cross-references, AOI definitions, alarm summary, and change reports. Offline by design — plant code never leaves the machine — because I've spent years on the OT-security side that says it shouldn't.
- Parses Studio 5000 exports v19–v38+; ladder, structured text, and FBD cross-referenced
- Three report styles for three readers: full reference, commissioning handover, audit summary
- Validated against 32 real-world project files; sold and supported as a one-person product
AI · Data Integration
Private AI Knowledge System
An in-house assistant that answers from the company's own data
A secure AI layer that connects internal data across departments. Management asks a question and gets a cited answer in seconds, grounded in the company's own systems and running on infrastructure the business controls.
- Answers that took hours of digging return in seconds
- Joins data from multiple departments into one queryable layer
- Runs entirely in-house; sensitive data never leaves the network
Industrial Test Automation
Universal System Test (UST) Platform
One platform for automated system test of safety-controller configurations
Central orchestration software drives the hardware, validates the signals, and runs the full test workflow against any supported controller configuration through External Termination Panels (ETP).
- One platform replaced a dozen config-specific test rigs
- Cut test setup time by roughly 70%
Production Automation · Security
Universal Firmware Programming & Locking Station
Secure ISP firmware deployment across every active product line
A TestStand-based, multi-fixture station for firmware programming (ISP) and secure locking. It drives PEmicro, Cyclone, and Lattice programmers from one platform, with full traceability and production routing.
- Loads and locks firmware directly in the production environment
- Enforces secure locking and configuration control per unit
- Supports 40+ product variants from one station
Data Infrastructure
End-to-End Traceability Database System
Full product-lifecycle tracking from build through RMA
A production SQL Server platform that traces every unit from manufacturing through shipping and RMA, with a structured data architecture and bidirectional MES/PMS routing.
- Tracks millions of units across manufacturing, quality, and service
- Powers root-cause analysis, compliance, and system-wide insight
- Sub-second queries at full production scale