I Built a QMS Module Inside an MES Product and Took It Live
I was the sole engineer for a QMS module that connects production, laboratory, quality checks, shipment, and EN 10204 Type 3.1 certificates.
Notes on AI-assisted development, full-stack products, and production work.
I was the sole engineer for a QMS module that connects production, laboratory, quality checks, shipment, and EN 10204 Type 3.1 certificates.
For about four months, I have been hosting my applications and testing small local LLMs on a Linux device. Here are the problems I ran into and how I worked with Codex.
Most schema validation tools check one layer. Real drift happens across layers — a renamed column can break downstream consumers silently. Here's why I built DriftGuard.