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Beyond the Model: How CNH Turns Data, Systems, and Reproducibility into Real-World AI

calendar_today August 3, 2026 person Gottfried Sehringer domain lakefs

Building AI that works once is relatively easy. Building AI you can trust every time is a discipline. That’s the central lesson CNH – one of the leading manufacturers of agricultural and construction equipment – learned as its machine learning team grew into an engineering organization operating at the sharp edge of safety-critical systems.

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