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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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The sad thing is the number of people that even get the reference will dwindle through the coming years.
I think the Turkish Prison line was glaring enough that people would try to figure out what the heck it means. 😁

Also, some movies are timeless. I'm pretty sure that's one. I could be wrong. And I'm surprised how many people born after the turn of the century still recognize references to TV shows that I watched as a kid two decades earlier, which originally aired three decades or more before that. Never underestimate the power of low-budget syndication. 🤣
 
Also down loading 4.4 now, upgrading from v11.4.2.
First drive with 4.4. Some improvements but will wait for a few more drives before judging.
The one dangerous problem that continues is pulling out in front of traffic when it's not safe. This particular example is not new but highlights the behavior when FSD stops at an intersection but then never creeps to make sure it's safe to pull out. FSD just goes. In this case the crossing traffic was a 18 wheeler. My guess is FSD would have eventually stopped without hitting the truck but the truck driver would have freaked and then bad things can happen.
Most of the time at this intersection FSD just goes without ever creeping. In the past I've also seen FSD try and pull out with vehicles coming from both directions at this intersection which is not obstructed. I had another intersection like this and after a few emails to Tesla it was fixed. Who knows if my emails had any impact. Already emailed Tesla on this for what it's worth.
It will be helpful when the B-pillar camera view is available which we know is coming.
 
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First drive with 4.4. Some improvements but will wait for a few more drives before judging.
The one dangerous problem that continues is pulling out in front of traffic when it's not safe. This particular example is not new but highlights the behavior when FSD stops at an intersection but then never creeps to make sure it's safe to pull out. FSD just goes. In this case the crossing traffic was a 18 wheeler. My guess is FSD would have eventually stopped without hitting the truck but the truck driver would have freaked and would try and avoid me which would be very unsafe.

I’ve had similar on 4.2. Yes, it is a bit unnerving and I wasn’t willing to push it either. Hopefully I’ll get 4.4 soon and I’ll be able to check it out for myself.
 
This site shows a complete different release notes for fsd 11.4.4:


I don't see anywhere in my release notes says this. I wish it's true though.
  • Improved lane guidance: This update reduces driver interventions by 64%, ensuring the vehicle isn’t in the wrong lane and reaches the destination more consistently.
 
Also looking at the release notes on Tesla app I don't see release notes 11.4.3 anymore. It only shows 11.4.4 then 11.4.2. Is 11.4.4 based on 11.4.2 and 11.4.3 is an bad apple?
11.4.3 was terrible. TBH the whole 11.4.X has been pretty bad so far, especially with entering turning lanes and making turns.
 
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