Sovereign AI architecture: Scaling distributed training with Kubeflow Trainer and Feast on Red Hat OpenShift AI

Source: Red Hat Blog

As AI becomes an engine of national competitiveness, the concept of sovereign AI—the capacity to operate AI systems free from external influence—is increasingly relevant, but the path to adoption is filled with challenges. A recent survey of over 900 IT leaders and AI engineers about AI adoption exposes a significant “value gap,” showing that, despite high enthusiasm (72%), only 7% of Europe, the Middle East, and Africa (EMEA) organizations are delivering results. The survey highlights that data privacy and infrastructure silos are paralyzing AI development efforts. As a result, sovereign AI initiatives must address these constraints to unlock their full potential.