Deepak Jain, Founder of AiNET Factory, to Host Sessions on AI Infrastructure at NVIDIA GTC 2026

Jain will lead discussions on the economics and deployments of large-scale AI Factories.

Mar. 13, 2026 at 1:31pm

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Deepak Jain, founder of AiNET Factory, a developer of large-scale AI infrastructure platforms, will host two sessions at NVIDIA GTC 2026 focused on the challenges and opportunities in building the physical infrastructure to power the next generation of AI systems and AI factories. Jain's sessions will examine how capital, energy, GPU infrastructure, and long-term demand are shaping the emerging AI infrastructure ecosystem.

Why it matters

As global demand for AI infrastructure and GPU capacity accelerates, the ability to build and scale the physical facilities to support large-scale AI models and AI-native applications has become a critical challenge. Jain's sessions at GTC 2026 will provide insights into the economics and deployment strategies for the 'AI factories' that are emerging as the backbone of the AI economy.

The details

Jain's first session, 'AI Capacity Crisis: Why GPUs Are Waiting for Infrastructure,' will explore the paradox of surging GPU demand coupled with infrastructure constraints that are limiting the ability to scale AI systems. The second session, 'Building an AI Factory: Let's Talk Capital, Power, GPUs & Returns,' will discuss the economics of large-scale AI infrastructure projects and how investors and partners can participate in the next generation of AI capacity.

  • The NVIDIA GTC 2026 conference takes place March 16–19, 2026 in San Jose, California.
  • Jain's two sessions are scheduled for Tuesday, March 17, 2026 at 1:00 PM PT and 2:00 PM PT.

The players

Deepak Jain

The founder of AiNET Factory, a company focused on developing large-scale AI infrastructure and AI factory platforms.

NVIDIA GTC

The global AI conference organized by NVIDIA, described as 'the world's premier conference on AI and accelerated computing.'

AiNET Factory

A company that develops AI factories designed to deliver power, cooling, and GPU infrastructure for large-scale AI platforms.

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What they’re saying

“The AI Factory is quickly becoming the physical infrastructure behind the AI economy. The next wave of AI innovation will depend not just on better models, but on the AI compute infrastructure — power, GPUs, and platforms — required to run them at scale.”

— Deepak Jain, Founder, AiNET Factory

What’s next

Deepak Jain's sessions at NVIDIA GTC 2026 will provide a deep dive into the challenges and opportunities in building the physical infrastructure to power the next generation of AI systems and AI factories. Attendees will gain insights into the economics, financing, and deployment strategies for large-scale AI infrastructure projects.

The takeaway

As AI becomes essential infrastructure powering a new industrial era, the ability to build and scale the physical 'AI factories' that combine data center infrastructure, energy systems, GPU clusters, and AI software platforms will be a critical enabler of future AI innovation and growth.