Milan Kappen

Head of Engineering at IU Group (Bonn), Germany's largest private university. Building AI systems at scale. Cannes-awarded filmmaker, trained at the Academy of Media Arts Cologne.

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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.