Anthropic Considers Acquiring Physical Intelligence: AI Giant's Major Move into Robotics

The background of this deal is that the AI industry is undergoing a profound transformation. Experts widely believe that relying solely on internet text data is insufficient to create true 'superintelligence.' AI must understand the physical world, physical laws, and movement. OpenAI has already revived its 'OpenAI Robotics' lab, aiming to create personal robots for everyone in the future. While Anthropic doesn't have its own hardware lab, the company has been conducting successful robotics control research through its internal teams. For example, under Project Pro, Anthropic's Claude model has demonstrated the ability to control robots. Acquiring Physical Intelligence would give Anthropic direct access to a world-class robotics technology team and mature physical AI infrastructure.

Physical Intelligence is not an ordinary robotics startup. According to Wall Street Journal data, the physical AI and robotics sector has already secured over $23 billion in venture capital in 2026 so far. The largest deals include Waymo's $16 billion Series D, Skild AI's $1.4 billion Series C, NEURA Robotics' $1.4 billion Series C, and Physical Intelligence's $1 billion in funding. Physical Intelligence's π0.5 model holds a special position in robotics research, designed as a universal 'robot brain' that can enable different types of robots to perform various tasks. This foundation model approach makes Physical Intelligence an ideal acquisition target.

From a strategic perspective, this deal is highly significant for Anthropic. Currently, Anthropic's main competitive advantage lies in its Claude model's safety and reasoning capabilities. However, as OpenAI and Google DeepMind are both actively positioning themselves in robotics, Anthropic faces the risk of being marginalized. By acquiring Physical Intelligence, Anthropic can: 1) acquire core physical AI technology; 2) extend Claude's capabilities to robotics control; 3) gain an advantageous position in future embodied AI competition. Additionally, this could help Anthropic achieve breakthroughs in commercialization, as robotics applications have clear commercial value and use cases.

However, this deal also faces numerous challenges. First is regulatory scrutiny, as a merger of this scale will inevitably attract antitrust authorities' attention. Second is the difficulty of technology integration, combining AI software capabilities with hardware robotics technology is no easy task. Third is cultural differences, as Anthropic, a safety-oriented AI company, may have significant cultural differences from Physical Intelligence, a fast-iterating robotics startup. Additionally, whether Physical Intelligence's valuation is reasonable is debatable, as the $11 billion price means the company needs to achieve enormous revenue growth in the coming years.