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Tesla is now rolling out FSD beta v12.2.1 to select customers

Credit: Whole Mars Catalog | YouTube

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Tesla has officially been rolling out the highly anticipated Full Self-Driving (FSD) beta version 12 to select customers, with many now sharing their initial experiences with the neural net-based software.

Right after Tesla employees started receiving FSD beta v12.2.1 over the weekend, the automaker officially started deploying the software version to select customer cars. Multiple people have since begun posting their first thoughts on the new software, and many seem to have positive reviews for the version thus far.

One customer, Mark Bixby, says he’s been using the FSD beta since 2021, noting that the jump from v11 to v12 is  “the biggest release-to-release improvement” that he has seen yet. In a longer post on Facebook detailing his experience, Bixby notes a few regressions and things that didn’t seem to change, though he also shared 11 points of improvement, including turning trajectory, turn signals, low visibility turns and more.

He also notes the importance of drivers remaining ready to take over control of the car even with the FSD beta, as it’s only a Level 2 automated system and requires driver monitoring at all times.

“While v12.2.1 didn’t do anything dangerous for me today, don’t be lulled by the amazing improvements,” Bixby added. “It’s still beta software, you are still the driver, and you still have the liability if anything goes horribly wrong.”

Bixby and others have also pointed out that FSD beta v12.2.1 can successfully make U-Turns, though, notably, Tesla didn’t have to put effort into the system learning the maneuver. Instead, FSD beta v12 relies on training from its neural network-based approach to learn and perform this function.

You can also see a video from Omar of Whole Mars Catalog below, showing the FSD beta v12.2.1 as it drives him and a passenger from the San Francisco airport into downtown without any interventions.

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What’s the big deal with Tesla’s FSD beta v12?

Tesla’s FSD beta v12 has been highly anticipated for quite some time now, and it has been touted by CEO Elon Musk and others as a crucial piece of the puzzle for someday achieving full autonomy.

FSD beta v12 eliminates over 300,000 lines of human-written code that previously controlled functions such as steering, acceleration and braking, instead transitioning to rely completely on its neural network, which is trained by millions of frames of video from real-world driving scenarios.

The result is that the FSD beta v12, which Musk has said will eventually drop the “beta” moniker, literally controls the car instead of simply detecting objects and operating based on programmed rules.

Tesla FSD v12 shifts away from ‘rules-based’ approach

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What are your thoughts? Let me know at zach@teslarati.com, find me on X at @zacharyvisconti, or send us news tips at tips@teslarati.com.

Zach is a renewable energy reporter who has been covering electric vehicles since 2020. He grew up in Fremont, California, and he currently lives in Colorado. His work has appeared in the Chicago Tribune, KRON4 San Francisco, FOX31 Denver, InsideEVs, CleanTechnica, and many other publications. When he isn't covering Tesla or other EV companies, you can find him writing and performing music, drinking a good cup of coffee, or hanging out with his cats, Banks and Freddie. Reach out at zach@teslarati.com, find him on X at @zacharyvisconti, or send us tips at tips@teslarati.com.

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Tesla is improving this critical feature in older vehicles

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Credit: Tesla

Tesla is set to improve a critical feature that has not been present in older vehicles with a new update.

Tesla vehicles feature a comprehensive suite of driver assistance features, some of which aid in driving itself, while others support the vehicle’s surroundings.

One of those features is that of Driver Visualization, and with the rollout of a new update, owners of Intel-based Tesla vehicles are receiving an upgrade that will come with a simple software update.

Tesla plans to use Unreal Engine for driver visualization with crazy upgrade

The update will provide new visualizations while Intel-based vehicles are in reverse, a feature that was not previously available, but will be with Software Update 2025.32.2.

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The improvement was spotted by Not a Tesla App via TheBeatYT_evil:

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Previously, vehicles Tesla built were equipped with Intel-based processors, but newer cars feature the AMD chip, which is capable of rendering these visualizations as they happen. They were capable of visualizations when driving forward, but not in reverse, which is what this change resolves.

It is a good sign for those with Intel-based vehicles, as Tesla seems to be paying attention to what those cars are not capable of and improving them.

This was an undocumented improvement associated with this particular update, so you will not find any mention of it in the release notes that Tesla distributes with each update.

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Tesla looks to make a big splash with Robotaxi in a new market

Tesla has been transparent that it is prioritizing safety, but it believes it can expand to basically any geographical location within the United States and find success with its Robotaxi suite. CEO Elon Musk said it could be available to half of the U.S. population by the end of the year.

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Credit: Joe Tegtmeyer | X

Tesla is looking to make a big splash with Robotaxi in a new market, as the company was spotted testing validation vehicles in one region where it has not yet launched its ride-hailing service.

After launching Robotaxi in Austin in late June, Tesla followed up with a relatively quick expansion to the Bay Area of California. Both service areas are operating with a geofence that is expansive: In Texas, it is 173 square miles, while in the Bay Area, it is roughly 400 square miles.

Tesla has been transparent that it is prioritizing safety, but it believes it can expand to basically any geographical location within the United States and find success with its Robotaxi suite. CEO Elon Musk said it could be available to half of the U.S. population by the end of the year.

There have been plenty of reports out there that have speculated as to where Tesla would land next to test Robotaxi, and Nevada, Florida, Arizona, and New York have all been in the realm of possibility. These regions will need to approve Tesla for regulatory purposes before Robotaxi can officially operate.

Tesla is still testing and performing validation in several regions, and in Tempe, Arizona, things are moving forward as a Model Y with a LiDAR rig was spotted performing ground truth for the platform:

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With the LiDAR unit, many followers of the self-driving and autonomy space might wonder why Tesla uses these apparatuses during validation, especially considering the company’s stance and vision-based approach.

LiDAR is used for “ground truth,” which is basically a solidification or confirmation of what the cameras on the car are seeing. It is a great way to essentially confirm the accuracy of the vision-based suite, and will not be used on Robotaxi units used within the ride-hailing suite.

The Robotaxi platform was made available to the public earlier this month, as Tesla launched its app for iOS users.

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Tesla Robotaxi app download rate demolishes Uber, Waymo all-time highs

Downloading the app allows you to join a waitlist, giving you the opportunity to utilize and test the Robotaxi platform in either Austin or the Bay Area.

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Tesla hacker finds lifesaving FSD suggestions in 2025.32.3

The feature could drastically reduce instances of drivers operating their vehicles while distracted or exhausted.

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Credit: Tesla/X

A Tesla hacker has shared references to what could very well be lifesaving FSD suggestions in software update 2025.32.3. 

The feature could drastically reduce instances of drivers operating their vehicles while distracted or exhausted.

New FSD features

As per longtime Tesla hacker @greentheonly, the EV maker’s drowsiness and lane departure suggestions in 2025.32.3 reference FSD. The hacker shared two alerts that specifically suggest the use of FSD, such as “Lane drift detected. Let FSD assist so you can stay focused,” and “Drowsiness detected. Stay focused with FSD.”

The hacker noted that the updated messages in 2025.32.3 are quite interesting because Tesla still advises drivers to be fully alert when using FSD Supervised. Thus, it is quite interesting to see the company advising users to use FSD when they seem unfocused or tired. That being said, FSD is still a supervised solution for now, but the system itself is already very capable, so the company’s updated alerts are not surprising.

Steps to FSD Unsupervised

Such warning messages would definitely make more sense once Tesla actually rolls out FSD Unsupervised. The system seems to be just waiting for regulatory approval for now, considering that it is already being used in vehicles that are coming off the production line at the Fremont Factory and Giga Texas. Tesla is also now using a driverless system for its Robotaxi services in Austin, as well as its autonomous ride-hailing service in the Bay Area.

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For now, Tesla is hard at work preparing for the impending rollout of FSD V14, which Elon Musk has stated will be a notable improvement from the already-impressive performance of FSD V13. As per Musk, Teslas running FSD V14 will feel “sentient.” He also noted that the system “feels alive.”

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