Physical AI moves from demo floor to factory floor as robots face the real world
The post Physical AI moves from demo floor to factory floor as robots face the real world appeared on BitcoinEthereumNews.com. The key constraint is not investor enthusiasm. It is real-world data, battery life, edge chips, safety certification and the cost of deploying machines into messy industrial environments. Humanoids are attracting the heat, but nearer-term ROI still sits in purpose-built automation, warehouse AMRs and specialized robotics systems. The durable winners are likely to be companies with proprietary deployment data, clear labor-bottleneck solutions and Robotics-as-a-Service models that reduce upfront customer costs. Robots face the real world Citi’s Robotics & Physical AI Leadership Conference left a clear message: physical AI is no longer just a laboratory story or a venture-capital slide deck. It is starting to move from proof of concept toward commercial deployment. But the catch is just as important. This is not the same scaling curve as the chatbot boom. Robots d