Tesla has expanded its Full Self-Driving Beta program by releasing the first public version of FSD Beta 12.1.2, update 2023.44.30.12 to a select group of Tesla owners. This version is notable for its use of an end-to-end neural network, which is expected to greatly improve Tesla's advanced driver assist system (ADAS). The neural network, trained on millions of video clips, replaces much of the previous explicit C++ coding, improving the system's capability to handle complex driving situations. While Elon Musk had suggested that version 12 would see FSD coming out of beta, the release notes still label it as beta.
Tesla previously released FSD Beta v12 internally, including v12, v12.1, and v12.1.1, but v12.1.2 is the first to be available to non-employees. OG FSD Beta tester, and Tesla influencer, @WholeMarsBlog received this newest release last night and has already published his video (below).
Early Feedback & Tempering Expectations
Early reports say that FSD Beta v12 is more intuitive and drives more human-like. The feedback appears to be overwhelmingly positive, although it’s not uncommon for owners to get excited about such a monumental release that we’ve been looking forward to for many months. We may need to temper our expectations as this release alone won’t get us to level 4 or even level 3 autonomy, but it could be a significant step in the right direction. It could be as significant to vehicle control as when Tesla first transitioned to using AI for Autopilot.
Early reports say that there is a noticeable improvement in how the vehicle handles urban driving scenarios. The smoother transitions and quicker response times appear to contribute to a more comfortable and human-like driving experience. This shouldn’t be unexpected, as vehicle control is now trained on videos of humans driving instead of engineer-written code.
New Pull-Over Feature
A notable feature of FSD Beta v12.1.2 is its ability to pull over to the side of the road autonomously, a functionality showcased in Musk's live stream. At the end of a drive, the vehicle will now pull over to the site of the road instead of simply stopping. WholeMarsBlog shows off this feature in action in his video below:
For such a milestone release, Tesla hasn’t provided much information in the way of release notes. Each FSD Beta release normally contains a long list of technical release notes, which often need to be translated for everyone to understand. However, this time we get a single sentence that describes FSD Beta v12. The release notes simply state:
“FSD Beta v12 upgrades the city-streets driving stack to a single end-to-end neural network trained on millions of video clips, replacing over 300k lines of explicit C++ code.”
Road Ahead and Release Date
A clearer picture of FSD Beta v12.1.2 and its real-world performance will emerge as more Tesla owners receive the update and share their feedback. It will be interesting to see how the system handles diverse driving conditions, especially in areas with heavy precipitation, a scenario Elon Musk mentioned needing more training.
While this public release is monumental, the release to additional owners is expected to be a gradual and slow process. It could be months before most owners have access to this latest update. Tesla will likely gather feedback with this release and issue additional v12 betas to ignore other issues and improve the system.
While Tesla continues to innovate and refine its FSD technology, it is crucial to remember that the software is still in beta. The transition to full autonomy is a complex and gradual process, requiring rigorous testing and validation. However, with each update like v12.1.2, Tesla moves closer to realizing its vision of fully autonomous vehicles.
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We’ve known for a while now that Tesla has been using a custom build of FSD to allow its newly produced vehicles at Giga Texas and Fremont to autonomously navigate themselves from the production line to the outbound delivery lot.
While we knew they were using a custom build of what was likely FSD Unsupervised, thanks to a recent post from Tesla AI on X, this has now been confirmed. Tesla has also confirmed it has accrued over 50,000 driverless miles, totalled from vehicles autonomously driving themselves to delivery lots.
Giga Texas production now uses FSD Unsupervised to deliver cars from end of line to the outbound logistics lot.
Over 50,000 driverless miles have been accrued between California and Texas factories so far pic.twitter.com/79zKY0U6Ox
For most of Tesla’s vehicles - that’s a 1.4-mile trip that is shared with pedestrians, cars, trucks, and construction equipment. You can see in the video that the Teslas are navigating public roadways and encountering real human drivers.
That’s great news, especially since many were wondering whether Tesla would secure the necessary approvals in time to launch their Robotaxi network in June.
Increased Confidence
Following Tesla’s post to X, Musk followed up by saying that when Tesla launches FSD Unsupervised soon, it will be the first time there will be a generalized, pure AI solution to autonomy. Tesla and several executives continue to post more content about autonomy and the Robotaxi network, leading us to believe they’re feeling confident in the June launch.
Model Ys autonomously navigate a 1.4 mile trip on a road shared with pedestrians, cars, semi trucks, construction equipment & more pic.twitter.com/iPx2fs78v2
Back when Tesla initially announced the autonomous travel of its vehicles from production to loading lots, they mentioned that the Cybertruck was the only vehicle at Giga Texas not receiving that same treatment.
Now, that’s changed - Cybertruck is now also navigating through the Cybertunnel to make its way from the factory directly to the loading docks, all on Unsupervised FSD. And that’s making us even more excited, especially because Tesla was supposed to launch an FSD Update for the Cybertruck a little while ago - but it hasn’t made it to production yet. This update is set to bring Start FSD from Park, as well as Actually Smart Summon - bringing the Cybertruck to feature parity with Tesla’s other AI4 vehicles.
Cybertrucks autonomously navigate a 0.6 mile route traversing beneath one of America's fastest highways, emerging through a steep 17% grade to reach their destination pic.twitter.com/3ZMYCRPhIj
Now that Tesla is confidently using a build of Unsupervised FSD to navigate the tight confines of the tunnel and park, we’re pretty sure that Tesla will likely launch the expected FSD update in the near future.
FSD Update Soon?
It’s been a while since any FSD hardware variant has received an FSD update. It appears that Tesla has been focused on Unsupervised FSD and launching FSD outside of North America.
It seems like we may get a new FSD update soon, and we don’t believe it’ll be just for the Cybertruck. Those who have the opportunity to sign up for Tesla’s new Early Access program will likely be some of the first recipients to receive the FSD update, so stay tuned.
Lars Moravvy, Tesla's Vice President of Vehicle Engineering, recently took to X to pose a question to the community: “Let's make Teslas better… what do you all want for 2026?”
The question absolutely took off, and there were tons of fantastic suggestions about what Tesla owners would love to see from their vehicles in the future.
There were more than 12k suggestions, so let's take a look at some of the most popular feature requests.
Top Suggestions
CyberSUV - A classically styled SUV with a stainless steel exterior.
Faster Charging & Better Charge Curves - Tesla vehicles start off with fast charging speeds, but usually taper off quickly in comparison to other brands. This is especially true when compared to some Chinese brands, which sustain 500 kW charging at up to 70% state of charge. Let's get improved charging speeds on Teslas as well, especially with the 500 kW Superchargers coming in Q3.
450mi / 500mi range vehicles - Lots of customers want longer range vehicles, even though Tesla's analysis says the 300-mile range is ideal for 90% of its customer base. Range really does matter - especially for customers in more rural locations or those who choose to tow or haul with their vehicles.
Ambient Lighting Reacts to Music - This one is pretty straightforward, and it's surprising we don't already have this feature. Having basic integration with the currently playing audio is a neat feature, and really helps to make the entire experience even more seamless and premium.
Refresh Model 3 Signal Stalk Retrofit - Some people really love their signal stalks. While there aren't retrofits available just yet, we do recommend the Enhauto Stalks. For those who want an official retrofit, there is now some hope - Lars responded and said he'll try.
Lumbar Support in the Profile - Right now, lumbar support is the only seat item not saved to the Tesla Profile. This may change soon, as Lars followed up and mentioned that there are a few technical issues preventing it, but Tesla could make it work with some of their magic.
Model 3 Track Pack - The Model S has an exclusive Track Pack as a post-factory retrofit offered by Tesla, including premium brakes, tires, and wheels. The Refreshed Model 3 Performance is a killer track vehicle - but getting real track support from Tesla would be a game-changer for those who love to race.
Some of Our Favorites
Sentry Mode Improvements - Several users suggested adding B-pillar recording to Sentry Mode. And it looks like Tesla has already been working on this, and it'll be available in the upcoming 2025 Spring Update, which will be update 2025.14. Unfortunately, it'll be limited to what appears to be HW4 vehicles due to the additional processing.
Massaging Seats - A touch of luxury for Tesla's most premium models would be nice. Many other luxury brands already offer massaging seats so it’d help keep the Model S on par with these brands. Edit: Corrected that the Model S has never come with massaging seats.
Powershare for More Vehicles - Powershare is a fantastic feature, and bringing it to every Tesla is a must, especially as many other brands, including Ford, Kia, and Hyundai, offer either Vehicle to Load or Vehicle to Home capabilities as an option on their EVs. Tesla recently introduced the Mobile Connector with Powershare capabilities and an Outlet Adapter, but it's still exclusive to the Cybertruck for now.
Starlink Integration - Tesla currently uses cell networks for connectivity, which can sometimes be spotty. Starlink is a clear, high-tech solution that could provide data to vehicles when they have a clear line of sight to the sky.
Grok in Vehicles - Musk has already confirmed that Tesla will be integrating Grok into Tesla vehicles. We expected it to be included in Tesla's Spring Update, but it looks like they'll need a little bit longer. One of the lead xAI/Grok developers mentioned the request with a wink emoji, so it's clear it’s a feature that Tesla and xAI are actively working on. The way users will be able to naturally talk to AI will be game-changing for many users who are used to driving alone.
There was a lot of positivity in the comments, as well as a ton of interesting requests that could eventually be implemented in Tesla vehicles. Lars also responded to quite a few of the comments, which was nice to see.
While nothing is certain, some of these popular requests may come in a future update, while others may need hardware changes if Tesla wants to implement them.
2026 may seem far away, but there's already plenty of coming this year with a cheaper vehicle and the launch of the Robotaxi network.
If you love reading about feature suggestions, we also recently covered the top feature requests for Tesla, based on the many requests we hear about.
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