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Building with AI as an engineering leader: what ships, what quietly fails, and why most failures come from treating probabilistic systems as deterministic software.

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The site is live. The writing is next.

This is where I write about building with AI as an engineering leader: what actually ships, what quietly fails, and why most of the failures come from treating probabilistic systems as if they were deterministic software.

I run engineering at IU Group, Germany's largest private university, around 130,000 students. Most of what I publish starts there: real pipelines, named tools, measured results. The other half of my training - filmmaking at the Academy of Media Arts Cologne - shows up as restraint: one idea per piece, cut hard.

No launch fanfare, no manifesto. The first pieces are in progress. If you want them when they land, subscribe below. That is the whole pitch.