Own Your Intelligence: Building the Agentic AI Future

By Debo Dutta, Chief AI Officer, Nutanix

As we prepare for AMD Advancing AI 2026, the conversation around enterprise AI is fundamentally shifting. We are moving from isolated experimentation to large-scale execution. At Nutanix, we've always believed that the infrastructure you choose dictates the intelligence you can build.

The Agentic AI Era and the Economics of Intelligence

We are moving beyond simple chat interfaces into the era of Agentic AI - systems where autonomous agents retrieve context, reason across multiple steps, interact with tools, and run continuously to solve complex business problems. But as these agents run 24/7, a critical question emerges for enterprise IT leaders: Are you going to own your intelligence, or rent it?

When you rent intelligence from public API providers, the tokenomics can quickly become unsustainable. The math has fundamentally changed. What used to consume a couple thousand tokens per question now consumes 20,000 or more as sophisticated sub-agents write code, run tests, and check their own work. As your agents consume and generate millions of tokens daily to perform routing, validation, and execution tasks, the financial reality of rented infrastructure becomes a massive bottleneck to scale.

The Pragmatic Path: Two-Tier Intelligence

Owning your intelligence doesn't mean completely abandoning frontier models; it means taking control of your routing, your volume, and your costs. We advocate for a two-tier intelligence strategy.

By utilizing an agent gateway that sits securely between your applications and your models, you can route requests intelligently, balance load, manage keys, and enforce policy across providers. This allows you to leverage expensive frontier models for a small fraction of tasks that require complex, edge-case reasoning. The vast majority of your high-volume tasks - data retrieval, standard code generation, formatting, and continuous agent validation - are routed to highly optimized models running securely on your private infrastructure.

Building Your AI Factory

To make this two-tier Agentic AI model sustainable, enterprises need an AI factory - a dedicated environment designed to continuously turn data into high-value tokens and actionable intelligence.

At AMD Advancing AI 2026, we are demonstrating how to build this foundation. By combining the Nutanix Cloud Platform and Nutanix Enterprise AI solutions with high-performance AMD EPYC™ processors and GPU integration, specifically the AMD Instinct™ MI355X accelerators, we are delivering a full-stack solution designed to give enterprises greater control over their AI workloads.

This joint architecture allows you to:

  • Run Continuous Intelligence: Deploy long-running agents that handle daily tasks to help manage unpredictable, runaway API costs.
  • Support Data Sovereignty: Keep your proprietary data secure, private, and governed within your chosen hybrid multicloud environment.
  • Maximize Infrastructure Utilization: Leverage shared inference infrastructure to reduce model sprawl and extract every ounce of performance from your compute investments, using AMD EPYC CPUs to handle data routing and MI355X GPUs to accelerate heavy inference.


©2026 Nutanix, Inc. All rights reserved. Nutanix, the Nutanix logo and all Nutanix product and service names mentioned are registered trademarks or trademarks of Nutanix, Inc. in the United States and other countries. All other brand names mentioned are for identification purposes only and may be the trademarks of their respective holder(s). This content may contain express and implied forward-looking statements, including related to the strategic partnership between Nutanix and AMD, the joint development of our AI infrastructure solutions, and the expected performance, features, and functionality of these offerings, which are not historical facts and are instead based on our current expectations, estimates, and beliefs. The accuracy of such statements involves risks and uncertainties and depends upon future events, including those that may be beyond our control, and actual results may differ materially and adversely from those anticipated or implied by such statements. Any forward-looking statements included speak only as of the date hereof and, except as required by law, we assume no obligation to update or otherwise revise any such forward-looking statements to reflect subsequent events or circumstances.