"Tesla's FSD stack is completely world-class. They've been working on it for quite some time. It's world-class not only in the number of miles it's accumulated, but in the way it's designed, the way they do training, data collection, curation, synthetic data generation, and all of their simulation technologies. Of course, the latest generation is end-to-end Full Self-Driving-meaning it's one large model trained end to end. And so... Elon's AD system is, in every way, 100% state-of-the-art."
"Nvidia made headlines at CES following its announcement of Alpamayo, which uses artificial intelligence to accelerate the development of autonomous driving solutions. Due to its focus on AI, many started speculating that Alpamayo would be a direct rival to FSD. This was somewhat addressed by Elon Musk, who predicted that "they will find that it's easy to get to 99% and then super hard to solve the long tail of the distribution.""
Tesla Full Self-Driving (FSD) stack is world-class, combining extensive mileage accumulation with advanced system design. The stack employs rigorous training, curated data collection, synthetic data generation, and comprehensive simulation technologies. The latest generation functions as an end-to-end model trained across the full driving pipeline. Nvidia's Alpamayo is an AI-focused platform aimed at accelerating autonomous driving development, leading to speculation about parity with FSD. Reaching high performance on average (near 99%) can be achievable, but addressing rare, long-tail scenarios is substantially harder. Practical operation shows strong real-world performance in common driving conditions.
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