
AI
Infrastructure
Data
Expecting extraordinary results from AI… on minimal resources?
AI is not magic: without quality data, infrastructure and context, its potential stays a promise.
Notes on applied AI, enterprise integration and my own products in production. Originally published on LinkedIn.

AI
Infrastructure
Data
AI is not magic: without quality data, infrastructure and context, its potential stays a promise.

AI
Enterprise
GDPR
The challenge isn't using AI — it's integrating it as an enterprise service, with an internal API as the control layer.

VehicleOS
AI
OBD-II
VehicleOS uses AI to go far beyond "code P0401 detected": discovering ECUs, interpreting data and explaining it in plain language.

VehicleOS
PWA
OBD-II
That's what I'm building with VehicleOS: real-time data, explained diagnostics and telemetry, all as a PWA.

AI
Agents
Future of work
What you delegate is the typing. What you don't delegate is judgement: picking the solution that will hold, and verifying that what you accepted actually works.

FABRIK
CNC
Traceability
It imports the nesting CSV and the TopSolid STEP into a single viewer: every part with its reference, size and position, linked to its 3D solid.
Contact — end of file
Actively looking for a full-stack developer role (React · Next.js · NestJS) and open to freelance projects. Write to me and I'll reply the same day.