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The next big milestone for FSD is 11. It is a significant upgrade and fundamental changes to several parts of the FSD stack including totally new way to train the perception NN.

From AI day and Lex Fridman interview we have a good sense of what might be included.

- Object permanence both temporal and spatial
- Moving from “bag of points” to objects in NN
- Creating a 3D vector representation of the environment all in NN
- Planner optimization using NN / Monte Carlo Tree Search (MCTS)
- Change from processed images to “photon count” / raw image
- Change from single image perception to surround video
- Merging of city, highway and parking lot stacks a.k.a. Single Stack

Lex Fridman Interview of Elon. Starting with FSD related topics.


Here is a detailed explanation of Beta 11 in "layman's language" by James Douma, interview done after Lex Podcast.


Here is the AI Day explanation by in 4 parts.


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Here is a useful blog post asking a few questions to Tesla about AI day. The useful part comes in comparison of Tesla's methods with Waymo and others (detailed papers linked).

 
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Well I just got 2023.7.10 / 11.4.2 and I’m a lame FSD “tester.” I use it a few times a month. So that obviously has no bearing on when you get it. Haven’t had an opportunity to test it but looking forward to reading others reactions. I was previously on 2022.45.15 I believe. Looks like this release is going to go very wide.

It does slow down around the 60% mark but finished install relatively quickly.
 
Well I just got 2023.7.10 / 11.4.2 and I’m a lame FSD “tester.” I use it a few times a month. So that obviously has no bearing on when you get it. Haven’t had an opportunity to test it but looking forward to reading others reactions. I was previously on 2022.45.15 I believe. Looks like this release is going to go very wide.

It does slow down around the 60% mark but finished install relatively quickly.
I think you will find it an improvement to 11.3.6, but still problematic is some areas. L3 seems years off at this rate of sustained improvement and predictability.

Of course, and as usual, @Ramphex and @FSDtester#1 will say it’s a “mind blowing push,” like their idol, Whole Mars Catelog!

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