Physical AI Deployment Era Begins as Inference Hardware Becomes Profit Center

MWC 2026's focus on embodied AI and humanoid robots signals the transition from chatbots to real-world applications, while Nvidia's new inference chips and Meta's diversification into Google TPUs/AMD GPUs highlight the shift from training to deployment infrastructure. This represents the next phase of AI monetization beyond large language models.