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In this interview from Red Hat Summit 2026, Ashesh Badani, senior vice president and chief product officer at Red Hat, joins theCUBE's Rebecca Knight and Rob Strechay to discuss why the real bottleneck in enterprise AI isn't the model — it's the platform. Badani explains how the industry's focus has shifted from model fine-tuning to inference efficiency, elevating token economics to a boardroom-level discipline alongside traditional cloud budgets. He points to Red Hat's own Hummingbird project as a working blueprint — autonomous pipelines now build thousands of container images weekly with humans involved in roughly 10% of merge requests. Badani also frames OpenShift as the convergence point where VM migration and AI workloads meet, arguing that infrastructure modernization and agentic readiness are now inseparable conversations. The conversation also explores how Red Hat is operationalizing security for agentic environments through agent ops — a framework for verifying identity, enforcing permissions and maintaining full auditability across both human and AI actors. On the sovereignty front, Badani outlines how Red Hat is delivering pre-configured landing zones with compliance frameworks for DORA and GDPR baked in, giving enterprises across Europe, the Middle East and Asia a governed foundation for distributed AI workloads. He also highlights the shift toward smart API gateways that route queries to smaller, distilled models rather than defaulting to costly frontier models — an approach Red Hat validated internally before extending to customers. From Telenor and EUROCONTROL on the main stage to NASA and Nissan in the room, he underscores why the organizations advancing fastest pair openness to innovation with disciplined, use-case-specific deployment and a clear line of sight to return on AI. Find more SiliconANGLE news and analysis https://siliconangle.com/ Follow theCUBE's wall-to-wall event coverage https://siliconangle.com/events/ Learn about the latest theCUBE events https://www.thecube.net/ 00:00 - Intro 00:06 - Redefining AI: Platforms, Models, and Efficiency 02:44 - Strategic AI Deployment: Economics and Security at Scale 07:03 - Networking and Agent Operations 10:03 - Sovereignty and Compliance 13:00 - Model as a Service: Organizational Shifts 15:22 - Successful Customer Adoption Stories 17:26 - Vision for the Future: AI Progress and ROAI #theCUBE #RHSummit #theCUBEresearch #RedHat #OpenShift #AIInfrastructure #NVIDIA

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