Elon Musk says "roughly 10 billion miles of training data" needed for safe self-driving autonomy

Tesla’s driver-assistance system, marketed as Full Self-Driving Supervised, recently surpassed 10 billion total miles driven, with billions of those on urban streets, according to MarketWatch. Tesla CEO Elon Musk had earlier said that reaching safe, unsupervised autonomy would require approximately that scale of real-world driving information, while acknowledging that edge cases are nearly endless. The system nonetheless remains supervised: drivers must stay alert and responsible, and federal safety guidance treats it as driver-assistance technology. The milestone is significant for the broader push toward autonomous vehicles, but it doesn’t resolve questions about messy road conditions, complicated laws, or public trust. For Louisiana drivers, the immediate takeaway is that this capability remains hands-on, even as neighboring Texas may host robotaxis sooner.