The new Real World AI Stage addresses the growing divide between digital software progress and physical deployment. While large language models thrived on vast internet datasets, robotics currently lacks a comparable training foundation, creating a significant bottleneck for general-purpose machines. Industry experts, including Nvidia’s Head of Physical AI Les Karpas, will analyze the specific data pipelines and simulation environments required to trigger a breakthrough in physical intelligence.
Beyond technical hurdles, the programming shifts focus to the high-stakes reality of safety and scaling. Sessions featuring Shield AI CTO Nate Michael and various deep-tech founders will explore how to manage mission-critical failures and navigate the transition from lab prototypes to profitable, mass-produced systems. The lineup also highlights unconventional applications of the technology, such as Colossal Biosciences CEO Ben Lamm’s efforts to leverage AI in the de-extinction of lost species, sparking a debate on the ethics of re-engineering nature.
These discussions complement a broader agenda across the event’s other stages, which cover everything from financial infrastructure and grid strain to startup scaling strategies. With over 10,000 attendees expected at the San Francisco gathering, the event aims to bridge the gap between theoretical AI models and the logistical realities of hardware production.

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