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Tesla has developed a way to generate a real-time 3D drivable environments using footage from all 8 cameras on its vehicles. This lets Tesla engineers virtually “drive” inside a fully simulated version of the real world with the goal of improving FSD. It's like a video game lol

Sawyer Merritt

1,113,480 subscribers

469,655 views • 10 months ago •via X (Twitter)

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This is so cool. Tesla can take footage from its massive vehicle fleet and synthetically create new driving scenarios to test edge cases and improve safety for its self-driving software. Tesla can also stitch footage from all 8 cameras into a fully drivable 3D environment—letting engineers steer, brake, and navigate as if they were on real roads, all powered by neural network–generated video streams. • Can simulate 8 Tesla camera feeds simultaneously — fully synthetic. • Used for testing, training, and reinforcement learning. • Allows adversarial event injection (e.g., adding a pedestrian or vehicle cutting in). • Enables replaying past failures to verify new model improvements. • Can run in near real-time, letting testers “drive” inside a simulated world.

This is so cool. Tesla can take footage from its massive vehicle fleet and synthetically create new driving scenarios to test edge cases and improve safety for its self-driving software. Tesla can also stitch footage from all 8 cameras into a fully drivable 3D environment—letting engineers steer, brake, and navigate as if they were on real roads, all powered by neural network–generated video streams. • Can simulate 8 Tesla camera feeds simultaneously — fully synthetic. • Used for testing, training, and reinforcement learning. • Allows adversarial event injection (e.g., adding a pedestrian or vehicle cutting in). • Enables replaying past failures to verify new model improvements. • Can run in near real-time, letting testers “drive” inside a simulated world.

Sawyer Merritt

591,824 views • 10 months ago

You think you've seen it all, FSD actually has It's trained on what amounts to over 100 years of real-world driving scenarios from our fleet of >6M vehicles A lifetime of driving scenarios in 10 minutes

You think you've seen it all, FSD actually has It's trained on what amounts to over 100 years of real-world driving scenarios from our fleet of >6M vehicles A lifetime of driving scenarios in 10 minutes

Tesla

882,276 views • 10 months ago

.Alex Roy just finished the first fully-autonomous Cannonball Run (driving from coast to coast non-stop) in a Tesla using FSD. In his first attempt 13 months ago, he had something like 21 disengagements, and various system failures, GPS errors, and red hands of death. This time? The latest FSD version (14.2.2.3) was a "total game changer." "We went from a dozen disengagements and technical issues to zero in one software update. It's incredible. And it's incredible to me that anyone who's been in a Tesla has not used the latest version of FSD."

.Alex Roy just finished the first fully-autonomous Cannonball Run (driving from coast to coast non-stop) in a Tesla using FSD. In his first attempt 13 months ago, he had something like 21 disengagements, and various system failures, GPS errors, and red hands of death. This time? The latest FSD version (14.2.2.3) was a "total game changer." "We went from a dozen disengagements and technical issues to zero in one software update. It's incredible. And it's incredible to me that anyone who's been in a Tesla has not used the latest version of FSD."

TBPN

17,017 views • 7 months ago

NEWS: Tesla has released a new video teasing their Miami event this weekend. “Every day, petabytes of driving data are processed by Tesla vehicles across North America. All of the following renders are generated using this real-world driving data. This is the world through the eyes of Full Self-Driving.”

NEWS: Tesla has released a new video teasing their Miami event this weekend. “Every day, petabytes of driving data are processed by Tesla vehicles across North America. All of the following renders are generated using this real-world driving data. This is the world through the eyes of Full Self-Driving.”

Sawyer Merritt

142,186 views • 9 months ago

NEWS: CNBC tests Grok AI inside a Tesla in NYC The video shows real world use of xAI Grok inside a Tesla, interacting while driving with Full Self Driving (Supervised). Tesla began rolling out Grok in vehicles in 2025 and this test highlights how AI assistants are starting to become part of the in car experience.

NEWS: CNBC tests Grok AI inside a Tesla in NYC The video shows real world use of xAI Grok inside a Tesla, interacting while driving with Full Self Driving (Supervised). Tesla began rolling out Grok in vehicles in 2025 and this test highlights how AI assistants are starting to become part of the in car experience.

Muskonomy

43,974 views • 4 months ago

You can now talk to a game to generate the world in real time. I created a playtest using the GPT-Live-1 API that lets you fully change the environment, create new items, weapons, etc. It's all generated live. This opens up entirely new forms of media 🤯

You can now talk to a game to generate the world in real time. I created a playtest using the GPT-Live-1 API that lets you fully change the environment, create new items, weapons, etc. It's all generated live. This opens up entirely new forms of media 🤯

timour kosters

94,494 views • 2 days ago

NEWS: For the first time, Tesla has launched a whole page on its website dedicated just to FSD, and they revealed a couple new pieces of info on it! • 3.8 billion miles have bene driven on FSD (Supervised) • FSD (Supervised) is 54% safer than a human driver when it's engaged • FSD (Supervised) is trained on what amounts to over 100 years of anonymous real-world driving scenarios from Tesla's fleet of over six million vehicles. Tesla's fleet collectively experiences a lifetime of driving scenarios in 10 minutes. Link to the FSD page in the thread below.

NEWS: For the first time, Tesla has launched a whole page on its website dedicated just to FSD, and they revealed a couple new pieces of info on it! • 3.8 billion miles have bene driven on FSD (Supervised) • FSD (Supervised) is 54% safer than a human driver when it's engaged • FSD (Supervised) is trained on what amounts to over 100 years of anonymous real-world driving scenarios from Tesla's fleet of over six million vehicles. Tesla's fleet collectively experiences a lifetime of driving scenarios in 10 minutes. Link to the FSD page in the thread below.

Sawyer Merritt

367,796 views • 1 year ago

Here’s why @NHTSAGov deepened its probe into Tesla FSD crashes today. FSD relies only on cameras to drive. Watch FSD's latest version, v14.2.2.5, rear-end a car because its camera is blinded by condensation. Get this defective software off the road.

Here’s why @NHTSAGov deepened its probe into Tesla FSD crashes today. FSD relies only on cameras to drive. Watch FSD's latest version, v14.2.2.5, rear-end a car because its camera is blinded by condensation. Get this defective software off the road.

Dan O'Dowd

14,657 views • 5 months ago

Here is my end of drive summary for FSD Supervised v14.1.1. Its an improved version for sure, still has a few braking issues showing its conservative nature. Feels like a good version to go to everyone with advanced software upgrades selected. Tesla AI

Here is my end of drive summary for FSD Supervised v14.1.1. Its an improved version for sure, still has a few braking issues showing its conservative nature. Feels like a good version to go to everyone with advanced software upgrades selected. Tesla AI

Chuck Cook

113,498 views • 11 months ago

“The cameras need some kind of ability to be cleaned. This is not good for winter time driving!” Watch Tesla FSD v14 fail because its cameras can’t see in snowy conditions. FSD is a defective prototype with a serious hardware problem. It should be banned from public roads.

“The cameras need some kind of ability to be cleaned. This is not good for winter time driving!” Watch Tesla FSD v14 fail because its cameras can’t see in snowy conditions. FSD is a defective prototype with a serious hardware problem. It should be banned from public roads.

Dan O'Dowd

115,040 views • 9 months ago

To push self-driving into situations wilder than reality, we built a neural network world simulator that can create entirely synthetic worlds for the Tesla to drive in. Video below is fully generated & not a real video

To push self-driving into situations wilder than reality, we built a neural network world simulator that can create entirely synthetic worlds for the Tesla to drive in. Video below is fully generated & not a real video

Tesla

1,699,408 views • 10 months ago

NEWS: Tesla will require all Tesla owners in the Netherlands who activate FSD (Supervised) for the first time to complete a short quiz (video below), ensuring they understand how it works. Here's a new video from Tesla on how FSD (Supervised) will work in the Netherlands:

NEWS: Tesla will require all Tesla owners in the Netherlands who activate FSD (Supervised) for the first time to complete a short quiz (video below), ensuring they understand how it works. Here's a new video from Tesla on how FSD (Supervised) will work in the Netherlands:

Sawyer Merritt

316,082 views • 5 months ago

My Tesla drives me anywhere with the press of a button on the screen. So many people have no idea, but autonomy is here. If you have a Tesla, you don't need to drive if you don't want to. The data already proves that Tesla FSD is 8x safer than humans at driving. Eight cameras and the best real-world Al are watching the roads to keep you safe at all times. It can even predict human driver movements before you do, almost like it sees the future. It's so smart. Driving in the future will essentially just become a niche thing.

My Tesla drives me anywhere with the press of a button on the screen. So many people have no idea, but autonomy is here. If you have a Tesla, you don't need to drive if you don't want to. The data already proves that Tesla FSD is 8x safer than humans at driving. Eight cameras and the best real-world Al are watching the roads to keep you safe at all times. It can even predict human driver movements before you do, almost like it sees the future. It's so smart. Driving in the future will essentially just become a niche thing.

Nic Cruz Patane

11,059 views • 3 months ago

Watch how perfectly Tesla FSD (Supervised) handles all these pedestrians and bikers on narrow roads in Amsterdam, the biking capital of the world. It's a thing of beauty. Lot of fun to watch all these FSD videos coming from the Netherlands.

Watch how perfectly Tesla FSD (Supervised) handles all these pedestrians and bikers on narrow roads in Amsterdam, the biking capital of the world. It's a thing of beauty. Lot of fun to watch all these FSD videos coming from the Netherlands.

Sawyer Merritt

493,400 views • 5 months ago

Bro… it’s 2026 and you’re still driving manually? I just press a button, and I don’t even remember how I got to my destination. If it was legal to do so, I’d be 100% comfortable closing my eyes and taking a nap the entire drive. It’s just the honest truth, I’m not hyping anything. Tesla FSD is really that good now. Tesla FSD has now driven more than 8 billion real world miles, including more than 3 billion city miles. In Tesla’s latest safety data, FSD logged about 1 major collision every 5.3 million miles, which Tesla says is about 7x fewer major collisions than the U.S. average. On top of this, Tesla FSD delivers 7x fewer minor collisions and 5x fewer off-highway collisions than the average. It’s significantly safer than anything out there. This AI system is learning from millions of Teslas out in the real world, not from geofenced areas, like literally anywhere a Tesla can drive. Tesla’s vehicles use 360 degree camera visibility, over-the-air updates, and has a neural net that keeps making the system smarter, safer, and better over time, for all Teslas. The FSD experience is so good now that manually driving already feels like the distant past. And once you’ve lived with what so many Tesla owners get to experience every day, going back to any other car feels almost impossible.

Bro… it’s 2026 and you’re still driving manually? I just press a button, and I don’t even remember how I got to my destination. If it was legal to do so, I’d be 100% comfortable closing my eyes and taking a nap the entire drive. It’s just the honest truth, I’m not hyping anything. Tesla FSD is really that good now. Tesla FSD has now driven more than 8 billion real world miles, including more than 3 billion city miles. In Tesla’s latest safety data, FSD logged about 1 major collision every 5.3 million miles, which Tesla says is about 7x fewer major collisions than the U.S. average. On top of this, Tesla FSD delivers 7x fewer minor collisions and 5x fewer off-highway collisions than the average. It’s significantly safer than anything out there. This AI system is learning from millions of Teslas out in the real world, not from geofenced areas, like literally anywhere a Tesla can drive. Tesla’s vehicles use 360 degree camera visibility, over-the-air updates, and has a neural net that keeps making the system smarter, safer, and better over time, for all Teslas. The FSD experience is so good now that manually driving already feels like the distant past. And once you’ve lived with what so many Tesla owners get to experience every day, going back to any other car feels almost impossible.

Teslaconomics

16,734 views • 6 months ago

$Fox News made a segment about “the first direct-to-consumer robotaxi”, a startup company from San Jose called Tensor. The “Market Researcher” then goes on and says “This is nothing at all like Tesla is doing, Tesla is relying on entirely on cameras, which is a fundamentally flawed approach to doing a Robotaxi.” The car looks absolutely hideous with all its LiDAR sensors. Plus, even if it goes hit the market, it’s going to be way to expensive to even compete with Tesla. You’ll be able to get a Cybercab for the fraction of the price. Fox News discredited Tesla big time in this segment.$

Fox News made a segment about “the first direct-to-consumer robotaxi”, a startup company from San Jose called Tensor. The “Market Researcher” then goes on and says “This is nothing at all like Tesla is doing, Tesla is relying on entirely on cameras, which is a fundamentally flawed approach to doing a Robotaxi.” The car looks absolutely hideous with all its LiDAR sensors. Plus, even if it goes hit the market, it’s going to be way to expensive to even compete with Tesla. You’ll be able to get a Cybercab for the fraction of the price. Fox News discredited Tesla big time in this segment.

Nic Cruz Patane

62,245 views • 1 year ago

Road Tripping with FSD is a game changer. Total Distance - 802km Tesla FSD - 100% of the time Total Charging Cost - $27

Road Tripping with FSD is a game changer. Total Distance - 802km Tesla FSD - 100% of the time Total Charging Cost - $27

Devin Olsen

65,853 views • 1 month ago

Seems like FSD V13.2.2 is getting real close to autonomy. Do you think Tesla could do a limited release of FSD Unsupervised this year?

Seems like FSD V13.2.2 is getting real close to autonomy. Do you think Tesla could do a limited release of FSD Unsupervised this year?

TESLARATI

39,654 views • 1 year ago