From electrotechnics to MLOps — the trajectory

9 October 2026trajectory

Content created with the help of AI

Three moments, one thread.

The past — electrotechnics and consultancies

I started with electrotechnics: the real world, wires, machines that either run or don’t. Then a stretch in consulting firms, where I learned as much about what I don’t want as about what I do: lots of travel, siloed interventions, the feeling of fixing things without ever building them.

The present — alfa-safety and the projects

At alfa-safety (managed services team), the substance of my work changed. Not because the title changed — because the scope grew:

• NetBird: replace an outdated VPN with a network the whole team understands.
• Toolbox: turn a fresh machine into a workstation with one command.
• n8n: make automation visible instead of hidden inside scripts.
• Local LLM: operate AI instead of consuming it.

The common thread: moving the company from craft to industrial. Repeated gestures become reproducible systems.

The future — MLOps / LLMOps / IAOps

What’s next fits in one sentence: apply what I know about classic infrastructure — reliability, reproducibility, monitoring — to the AI layer.

That’s why this site exists: to show the trajectory, not just the current position. A static site, a Docker container, a Traefik proxy — the container and the content say the same thing.