Scaling Large Robot Data for Industrial Reliability | AI After Hours

In this talk, Vishal Satish, Foundation Model Lead at Ambi Robotics, dives into how Sim2Real AI research is bridging the gap between simulation and real-world deployment. Despite having over 200,000 hours of robotic operation data and 1 billion diverse images, much of it remains unlabelled—posing both a challenge and an opportunity. Learn how Ambi Robotics is scaling PRIME-1, leveraging stereo vision and pick planning for downstream Physical AI tasks, and utilizing a data flywheel approach to drive continuous improvement.