Dmitry Dolgov
person on 2 shows · 4 statements across 2 episodes · said 9 times in 2 episodes since 2024
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4 statements about Dmitry Dolgov, every show
Dolgov: AV complexity lies in long-tail reliability, not prototypes or ADAS
“The hard problem, and it's kind of like that, the early part of the curve has been getting like, you know, even steeper and steeper, but that's not where the complexity is. The complexity is in the long tail of the many, many, many nines. And you don't see tha…”
Dolgov: Autonomous vehicle AI scaling requires rare-case data over raw mileage
“It has to be, you know, the right kind of data that, you know, teaches the models or trains the models to be, you know, good at the rare cases that, that you care about.”
Dolgov: Distilling huge AI models beats training small models directly
“Where you're much better off training a huge model and then distilling it into a smaller model than just training small models.”
Dolgov: End-to-end AI models alone cannot achieve full autonomous driving
“You can take, you know, an end-to-end model, go from sensor to, you know, trajectories or actuation. You know, typically you don't build them in one stage, you build them in stages, but, you know, you can do, like, backprop through the whole thing, so, you kno…”