Why Physical AI Is So Hard To Engineer

Key Takeaways: Physical AI is the deployment of machines with autonomy, acting within the real world. It is not a single product, but a philosophy built on modular architectures. These systems can only be developed with a full systems approach, integrating sensors, actuators, and distributed compute systems, in a multi-physics methodology. Real-time constraints become much more important than in the past, and at the same time much more complex. Physical AI is changing how chips are designed and