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FSD beta shows that Tesla is not working on self-driving. They've frozen their sensor suite in place because Elon wanted to be able to pre-sell FSD. The class
by BoorishBears 4y ago
FSD beta shows that Tesla is not working on self-driving.
They've frozen their sensor suite in place because Elon wanted to be able to pre-sell FSD.
The class of mistakes it makes demonstrate that Tesla is *willfully* marching into the local maxima problem: They're taking an approach that improves their actual product, AP, while sacrificing any hope of actually solving FSD.
Full-self driving and what autopilot actually does take two completely different approaches. AP needs to be able to gracefully handle control to a non-trained layman. Current L3/L4 vehicles that rely on a driver have trained operators ready to takeover while the vehicle thinks everything is fine, and they need to aggressively make decisions like no-go, while AP never no-gos.
For people who are in the self-driving field and are familiar with the approaches to perception and decision making (which I hope more of which will chime in here), FSD beta makes mistakes that are kind of like someone saying their robot can now feed you steak, and the robot starts by grasping the sharp end of a knife and cutting the steak with the handle. Sure you might make some progress getting mashed steak into your mouth, but the robot is cutting off its hand to do it. It's not going to result in much steak in your belly unless the robot's approach is completely reworked.