Profile
The bridge between terrain and system.
I translate between two worlds that rarely speak the same language — the terrain outside and the systems that have to hold up in it.
About

Markus Schubert — Mountain Guide (IFMGA), based in Garmisch-Partenkirchen. For years out in real extreme conditions, from the high mountains to the polar regions.
I don't build AI, but I work with it in its different forms — horizontal and vertical models, in the cloud or locally. What occupies me: whether the reality outside actually reaches the machine — and whether the system withstands what the data sheet doesn't know.
AI, for me, is both: an everyday tool and a subject I observe closely. I work with it continuously — in preparation and analysis, in handling snow, weather and terrain data — and I pay attention to what the tools can really do outside. That is also how the focus areas further down are meant.
Qualification

- Mountain Guide (IFMGA / IVBV / UIAGM)
- Military Mountain Guide (Heeresbergführer, German Armed Forces)
- Rope Access Technician
- PPE Expert
- Ski Instructor
- Canyoning Guide
- Experience: high mountains & polar regions
Focus areas
- Risk assessment under objective hazards
- Experience in mountain and polar regions
- AI & sensors in the mountains and polar regions
- Permafrost & terrain data
Stance
Models assist.
Judgement stays with people.