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In this interview from Red Hat Summit 2026, Chris Wright, chief technology officer and senior vice president for global engineering of Red Hat, joins theCUBE's Rob Strechay and Rebecca Knight to discuss how the open hybrid cloud is emerging as the standard execution layer for the AI era. Wright frames AI not as a departure from Red Hat's heritage but as a natural extension of the Linux and Kubernetes foundations the industry spent decades building. He details how standardizing on inference tools like vLLM creates industry-wide efficiency — enabling model providers to build against a common target and enterprises to achieve 3X improvements in token output through software optimization alone. The converged platform, he argues, is what closes the gap between identifying a use case and putting it into production. The conversation also explores the multi-layered governance challenge of deploying agents at scale. Wright breaks down how agent identity, delegation hierarchies and least-privilege access controls form the backbone of trustworthy agentic systems — noting that the difference between read and read-write permissions becomes critical when hundreds of agents are operating autonomously. He highlights the Model Context Protocol (MCP) as a practical tool for scoping API access, ensuring agents interact only with the data and systems they are explicitly authorized to use. From the deep co-engineering partnerships with NVIDIA and AMD — where software must be ready on day zero for each new hardware release — to the push for heterogeneous inference across GPUs, CPUs and edge form factors, Wright outlines why reducing the cost of token production while extending AI's reach from the data center to the shop floor defines Red Hat's trajectory in the AI era. 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 - AI Evolution: From Red Hat's Journey to Building Trust in Open Source Communities 03:24 - Building a Unified Framework for AI-Driven Enterprises 06:44 - Managing Performance and Cost in AI 08:47 - Optimizing Token Economies: Trust and Governance in AI Infrastructure 13:14 - Evolving AI: Tools, Partnerships, and Future Infrastructure #theCUBE #RHSummit #theCUBEresearch #RedHat #AI #OpenSource

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