Pony.ai has launched PonyWorld 2.0, upgrading its autonomous driving world model with self-diagnosis, targeted data collection, and more efficient training on edge cases. The system is deployed across its Level 4 fleet and R&D as the company targets more than 3,000 vehicles globally this year.