Deepak Jain to Host Two Sessions at Nvidia GTC 2026
AI factories combine data center infrastructure, energy systems, GPU clusters, and AI software platforms to power the rapidly expanding global AI economy.
Session 1 AI Capacity Crisis: Why GPUs Are Waiting for Infrastructure Tuesday, March 17, 2026 1:00 PM PT This session explores a growing paradox in the AI industry: while demand for GPUs continues to surge globally, AI-ready infrastructure is becoming the limiting factor for scaling AI systems. Topics discussed will include: • Power constraints in major AI markets • Time-to-power vs. time-to-GPU deployment timelines • Retrofitting existing data centers for AI workloads • Where the next wave of AI compute capacity will originate The session is designed for: • AI founders • Infrastructure investors • GPU cloud companies • Enterprises building AI platforms
Session 2 Building an AI Factory: Let’s Talk Capital, Power, GPUs & Returns Tuesday, March 17, 2026 2:00 PM PT AI factories combine elements of data centers, energy infrastructure, and technology platforms. In this session, Jain will lead a discussion on the economics of large-scale AI infrastructure projects and how investors and partners can participate in the next generation of AI capacity. Discussion topics include: • AI compute as infrastructure • Long-term demand for GPU capacity • Financing models for large GPU clusters • Comparisons between AI factories, data centers, and energy projects This discussion is particularly relevant for: • Private equity firms • Venture capital investors • Infrastructure funds • AI platform companies • Strategic corporate investors
About AiNET Factory AiNET Factory focuses on developing AI infrastructure designed to support the next generation of GPU-powered AI platforms and AI-native applications. These facilities form the backbone of global AI compute infrastructure, enabling organizations to train and deploy large-scale AI models. Deepak Jain is the founder of AiNET Factory, a company focused on developing large-scale AI infrastructure and AI factory platforms. AiNET Factory develops AI factories designed to deliver power, cooling, and GPU infrastructure for large-scale AI platforms. www.ainetfactory.com