#United States #San Jose #Nvidia GTC #AiNET Factory #Deepak Jain

Deepak Jain to Illuminate AI Infrastructure at NVIDIA GTC 2026

Deepak Jain, the mind behind AiNET Factory and a pioneer in developing large-scale AI infrastructure, is set to play a pivotal role at the upcoming NVIDIA GTC 2026. This significant global AI conference, organized by NVIDIA, is scheduled to take place from March 16 to 19, 2026, in San Jose, California. Jain will lead two sessions that delve into the pressing economic challenges and infrastructural needs surrounding AI factories.

Focused Sessions on AI Infrastructure

At the heart of Jain's presentations are discussions centered on the essential infrastructure required for the next generation of AI systems. Amid a surge in AI demand, particularly among enterprises adopting expansive AI models and applications, the infrastructure necessary to support this growth is becoming a crucial topic of conversation.

NVIDIA GTC is known for bringing together developers, researchers, and business leaders to discuss the latest advancements in AI. It is considered one of the premier platforms for exploring AI innovations, showcasing over 1,000 sessions dedicated to various aspects of AI and accelerated computing. Jain's contributions at the event are aimed at addressing the current obstacles in scaling AI systems, particularly those related to GPU availability and infrastructure needs.

Session Overview

Session 1: AI Capacity Crisis - Why GPUs Are Waiting for Infrastructure
Date: Tuesday, March 17, 2026
Time: 1:00 PM PT

This session will tackle a paradox within the AI field: the rapid demand for GPUs directly conflicting with the availability of AI-ready infrastructure. Topics include:

• - Power Constraints: An examination of power limitations plaguing key AI markets.
• - Retrofitting: How existing data centers might adjust to accommodate the requirements of AI workloads.
• - Future Capacity: Insights into where upcoming AI computational capacity is expected to emerge.

Jain's insights are particularly relevant to founders in AI, infrastructure investors, GPU cloud companies, and enterprises striving to build robust AI platforms.

Session 2: Building an AI Factory - Let's Talk Capital, Power, GPUs & Returns
Date: Tuesday, March 17, 2026
Time: 2:00 PM PT

In this session, Jain will discuss the economics behind large-scale AI infrastructure projects, highlighting how potential investors and partners can engage in future AI capacity ventures. Discussion points will cover:

• - Infrastructure Needs: Understanding AI compute as part of larger infrastructure frameworks.
• - Long-term Demand: An exploration of the sustained need for GPU capacity in the coming years.
• - Financing Models: Different funding avenues available for large GPU cluster installations.

This session will be particularly beneficial for private equity firms, venture capitalists, infrastructure funds, and companies involved in AI platforms.

The Emergence of AI Factories

Jain emphasizes that AI factories are becoming a backbone for the AI economy, merging elements like GPU compute clusters, energy systems, networking, and storage infrastructures. These factories are vital for organizations that aim to train and deploy advanced AI systems across a multitude of sectors, catering to the burgeoning need for computational resources.

Through AiNET Factory, Jain collaborates with a diverse ecosystem focused on designing, financing, and building AI factory infrastructures, thus enabling companies and investors to navigate the rapidly evolving AI landscape.

Conclusion

As the world anticipates NVIDIA GTC 2026, Deepak Jain’s sessions promise to unveil critical insights into the infrastructure and economics that will shape the future of AI. Attendees can expect to gain a comprehensive understanding of the nuances of AI factories and the pivotal role they will play in the evolving AI infrastructure ecosystem.

With more than 30,000 attendees expected from over 190 countries, this year’s GTC emphasizes how AI has transcended mere innovation, establishing itself as a core necessity in today’s industrial framework.

For those seeking to understand the future of AI infrastructure, Jain’s presentations at NVIDIA GTC 2026 are not to be missed.