LG and NVIDIA’s Physical AI Bet: The $50B Infrastructure Race Nobody Is Talking About
— title: “LG and NVIDIA’s Physical AI Bet: The $50B Infrastructure Race Nobody Is Talking About” description: “LG and NVIDIA are quietly building the infrastructure for physical AI systems. Here’s what their talks reveal about the massive capital expenditure reshaping data centers in 2026.” publishDate: 2026-05-02 category: AI News tags: [Physical AI, NVIDIA, LG, Data Centers, AI Infrastructure, 2026] — Table of Contents 1. [What’s Happening Between LG and NVIDIA](#whats-happening-between-lg-and-nvidia) 2. [The Physics Problem Nobody Talks About](#the-physics-problem-nobody-talks-about) 3. [Why $50 Billion Is Conservative](#why-50-billion-is-conservative) 4. [LG’s HVAC Bet](#lgs-hvac-bet) 5. [What Physical AI Actually Needs](#what-physical-ai-actually-needs) 6. [Timeline and What’s Coming](#timeline-and-whats-coming) — While