At NVIDIA GTC 2026, the conversation shifted from model novelty to enterprise reality. In this episode of the AI Proving Ground Podcast, WWT Chief AI Advisor Tim Brooks explains why agentic AI, inference-heavy workloads and physical AI are forcing CIOs and CTOs to rethink infrastructure, governance, trust and leadership.

Brooks, WWT's Chief AI Advisor, said the industry is moving beyond fascination with model releases and into the harder work of managing inference, agents, infrastructure and trust at scale.

The shift matters because enterprise AI is no longer defined primarily by training. Brooks points to an inference inflection point, where production systems, multi-step reasoning and autonomous or semi-autonomous agents are driving exponential token growth. That creates immediate pressure on compute, memory, networking and cost decisions that many organizations are still underestimating.

The AI Proving Ground Podcast leverages the deep AI technical and business expertise from within World Wide Technology's one-of-a-kind AI Proving Ground, which provides unrivaled access to the world's leading AI technologies. This unique lab environment accelerates your ability to learn about, test, train and implement AI solutions.

Learn more about WWT's AI Proving Ground.

The AI Proving Ground is a composable lab environment that features the latest high-performance infrastructure and reference architectures from the world's leading AI companies, such as NVIDIA, Cisco, Dell, F5, AMD, Intel and others.

Developed within our Advanced Technology Center (ATC), this one-of-a-kind lab environment empowers IT teams to evaluate and test AI infrastructure, software and solutions for efficacy, scalability and flexibility — all under one roof. The AI Proving Ground provides visibility into data flows across the entire development pipeline, enabling more informed decision-making while safeguarding production environments.

Private AI is quickly moving from niche architecture to a core enterprise AI strategy. As AI workloads move into production, leaders are rethinking where inference runs, how data stays governed and why hybrid AI infrastructure may offer the best balance of performance, cost and control.

In this episode of the AI Proving Ground Podcast, VMware by Broadcom’s Chris Wolf, NVIDIA’s Chad Olds and WWT CTO Mike Taylor explore why private AI is gaining momentum across the enterprise. What began as a design choice for highly regulated industries is becoming a practical model for organizations that want to scale AI while maintaining governance, protecting intellectual property and managing infrastructure costs.

The conversation examines how inference workloads are spreading across cloud, on-prem and edge environments, why enterprises are becoming more protective of their data and how the economics of sustained AI workloads are shaping infrastructure decisions.

You’ll learn:

• Why private AI is emerging as a practical enterprise AI architecture
• How hybrid AI environments balance cloud, on-prem and edge workloads
• Why data governance and IP protection are driving AI infrastructure choices
• How inference economics are reshaping enterprise AI strategy
• What leaders must do to treat AI as operational infrastructure—not a side experiment

If you're building an enterprise AI strategy or scaling AI into production, this episode offers a clear look at how organizations are designing infrastructure to support AI reliably, securely and at scale.

Support for this episode provided by: Eaton

More about this week's guests:

Mike Taylor leads WWT’s Global Engineering, IT and Services organization, helping position WWT as a single-source partner for digital transformation. He connects WWT’s deep technical expertise with business strategy to help customers adopt emerging technologies and drive meaningful outcomes.

Chad Olds leads software sales and customer success across the Americas at NVIDIA. With more than 15 years of experience in AI, data and cloud transformation, he has held leadership roles at NVIDIA, IBM, Anchore, Software AG and startups, and began his career at Red Hat driving open-source adoption.

Chris Wolf leads the Private AI business for Broadcom’s VMware Cloud Foundation division, overseeing AI strategy, architecture and engineering. He works with enterprise leaders to design and scale AI infrastructure that balances performance, go

The AI Proving Ground Podcast leverages the deep AI technical and business expertise from within World Wide Technology's one-of-a-kind AI Proving Ground, which provides unrivaled access to the world's leading AI technologies. This unique lab environment accelerates your ability to learn about, test, train and implement AI solutions.

Learn more about WWT's AI Proving Ground.

The AI Proving Ground is a composable lab environment that features the latest high-performance infrastructure and reference architectures from the world's leading AI companies, such as NVIDIA, Cisco, Dell, F5, AMD, Intel and others.

Developed within our Advanced Technology Center (ATC), this one-of-a-kind lab environment empowers IT teams to evaluate and test AI infrastructure, software and solutions for efficacy, scalability and flexibility — all under one roof. The AI Proving Ground provides visibility into data flows across the entire development pipeline, enabling more informed decision-making while safeguarding production environments.

As AI spreads beyond developers into every workflow, the differentiator shifts from tools to leadership. In this episode of the AI Proving Ground Podcast, WWT Co-Founder and CEO Jim Kavanaugh argues that winning in AI will lean heavily on culture: how fast an organization can learn, adapt and change. The new leadership challenge is moving fast without creating downstream chaos.

More about this week's guest:

Jim Kavanaugh is globally recognized as an innovative business executive and is renowned for his inclusive, people-first leadership style. His emphasis on promoting a healthy, vibrant workplace has anchored WWT's award-winning culture, while his savvy business acumen has propelled the company's substantial growth. Jim leads WWT's 18-person executive team and focuses on technology innovation—for both WWT and its customers and partners—long-term planning, strategic acquisitions, financial performance, employee development and workplace culture. Under his leadership, WWT has grown into a multi-billion-dollar company with approximately 12,000 employees globally that is a great place to work for all and is a key business enabler to 80+ of the Fortune 100 companies.

The AI Proving Ground Podcast leverages the deep AI technical and business expertise from within World Wide Technology's one-of-a-kind AI Proving Ground, which provides unrivaled access to the world's leading AI technologies. This unique lab environment accelerates your ability to learn about, test, train and implement AI solutions.

Learn more about WWT's AI Proving Ground.

The AI Proving Ground is a composable lab environment that features the latest high-performance infrastructure and reference architectures from the world's leading AI companies, such as NVIDIA, Cisco, Dell, F5, AMD, Intel and others.

Developed within our Advanced Technology Center (ATC), this one-of-a-kind lab environment empowers IT teams to evaluate and test AI infrastructure, software and solutions for efficacy, scalability and flexibility — all under one roof. The AI Proving Ground provides visibility into data flows across the entire development pipeline, enabling more informed decision-making while safeguarding production environments.