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Musk has said on a few occassions that he can achieve full automony on a Tesla with no LIDAR setup. I think instead they use a front-facing radar and a bunch of cameras. Maybe IR?. Levandowski strongly disagrees and sees LIDAR as critical to reliably mapping the environment. This all came up when that guy drove into the side of a trailer in a Tesla.


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