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Tesla FSD Beta V11 partial release notes confirm single stack rollout
Tesla released FSD Beta version 11 over the weekend. Partial release notes of v11 confirm that it is the single stack update testers have been waiting for Tesla to roll out.
The fact that only parts of the FSD Beta V11 release notes are available hints at the enormity of the update. Listed below are the FSD Beta V11 release notes that have been shared as of writing.
Enabled FSD Beta on Highway
“Enabled FSD Beta on highway. This unifies the vision and planning stack on and off-highway and replaces the legacy highway stack, which is over four years old. The legacy highway stack still relies on several single-camera and single-frame networks, and was setup to handle simple lane-specific maneuvers.
“FSD Beta’s multi-camera video networks and next-gen planner, that allows for more complex agent interactions with less reliance on lanes, make way for adding more intelligent behaviors, smoother control and better decision making,” said Tesla’s FSD Beta V11 release notes.
During AI Day 2022, an FSD expert mentioned Tesla’s new FSD stack for highway drives. He noted that the new stack for highway drives performed better than the production stacks Tesla had already rolled out.
Elon Musk confirmed Tesla’s official FSD Beta V11 rollout late Friday. The CEO has teased this highway stack update for quite some time and has mentioned that it will be available during the single stack release.
“The version of FSD Beta that I drive, actually does have the integrated stack so it uses the FSD stack both in city streets and highway,” Musk said during AI Day 2022.
“It works quite well for me but we need to validate it in all kinds of weather, like heavy rain, snow, dust— And just make sure it’s working better than the production stack, you know, across a wide range of environments. But we’re pretty close to that, I mean I think it’s—I don’t know… It’ll definitely be before the end of the year and maybe November,” he added.
Improved Occupancy Network’s Recall
“improved Occupancy Network’s recall for close by obstacles and precision in severe weather conditions with 4x increase in transformer spatial resolution, 20% increase in image featurizer capacity, improved side camera calibration, and 260k more video training clips (real-world and simulation),” noted the FSD Beta V11 release notes.
Most FSD testers emphasized Tesla FSD Beta’s significant improvements in Occupancy Networks. In August 2022, Tesla’s Director of Autopilot Software, Ashok Elluswamy, talked about Tesla’s new Occupancy Network during his CVPR 2022 keynote address.
Tesla’s new Occupancy Network determines if any location in 3D space around a car is drivable or not drivable. Youtuber Dr. Know-it-all Knows it all noted that Tesla’s new Occupancy Network has profound implications for FSD Beta, but also for collision avoidance. During his keynote address, Elluswamy mentioned that the new Occupancy Network would generate a more efficient collision avoidance field, making Teslas safer.
Improvements to Tesla’s collision avoidance field are expected to roll out to all of the company’s vehicles, meaning the implications of the Occupancy Network reverberate throughout the entire fleet.
What else to expect in FSD Beta V11?
Elon Musk announced that Version 11 will roll out to more FSD Beta testers in the coming weeks. As the weeks go by, Tesla might also release more information on V11.
Besides the highway stack, Tesla is expected to roll out “Actual” Smart Summon in the single stack FSD Beta update. Elon Musk also mentioned an update that would give the car the ability to assess the velocity of fast-moving traffic.
Only the rest of Version 11’s release notes will reveal the surprises Tesla had up its sleeve for FSD Beta testers.
Check out the video below about Tesla’s new Occupancy Network!
Are you an FSD Beta tester? Have you tried version 11 yet? I’d love to hear your thoughts on the FSD Beta V11! Contact me at maria@teslarati.com or via Twitter @Writer_01001101.
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Tesla China hires Autopilot Test Engineer amid continued FSD rollout preparations
The role is based in Lingang, the district that houses Gigafactory Shanghai.
Tesla is hiring an Autopilot Test Engineer in Shanghai, a move that signals continued groundwork for the validation of Full Self-Driving (FSD) in China. The role is based in Lingang, the district that houses Gigafactory Shanghai and has become a key testing zone for advanced autonomous features.
As observed by Tesla watchers, local authorities in Shanghai’s Nanhui New City within Lingang have previously authorized a fleet of Teslas to run advanced driving tests on public roads. This marked one of the first instances where foreign automakers were permitted to test autonomous driving systems under real traffic conditions in China.
Tesla’s hiring efforts come amid ongoing groundwork for a full FSD rollout in China. Earlier reporting noted that Tesla China has been actively preparing the regulatory and infrastructure foundation needed for full FSD deployment, even though the company has not yet announced a firm launch date for the feature in the market.
As per recent comments from Tesla China Vice President Grace Tao, the electric vehicle maker has been busy setting up the necessary facilities to support FSD’s full rollout in the country. In a comment to local media, Tao stated that FSD should demonstrate a level of performance that could surpass human drivers once it is fully rolled out.
“We have set up a local training center in China specifically to handle this adaptation,” Tao said. “Once officially released, it will demonstrate a level of performance that is no less than, and may even surpass, that of local drivers.”
Tesla CEO Elon Musk has been quite bullish about a potential FSD rollout in China. During the 2025 Annual Shareholder Meeting, Musk emphasized that FSD had only received “partial approval” in China, though full authorization could potentially arrive around February or March 2026. This timeline was reiterated by the CEO during his appearance at the World Economic Forum in Davos.
Elon Musk
Tesla Model Y outsells all EV rivals in Europe in 2025 despite headwinds
The result highlights the Model Y’s continued strength in the region.
The Tesla Model Y was Europe’s most popular electric car in 2025, leading all EV models by a wide margin despite a year marked by production transition, intensifying competition, and anti-Elon Musk sentiments.
The result highlights the Model Y’s continued strength in the region even as Volkswagen overtook Tesla as the top-selling EV brand overall.
As per data compiled by JATO Dynamics and reported by Swedish outlet Allt om Elbil, the Tesla Model Y recorded 149,805 registrations across Europe in 2025. That figure placed it comfortably at No. 1 among all electric car models in the region.
The Model Y’s performance in Europe is particularly notable given that registrations declined 28% year-over-year. The dip coincided with Tesla’s Q1 2025 transition to the updated Model Y, a changeover that temporarily affected output and deliveries in several markets. Anti-Elon Musk sentiments also spread across several European countries amidst the CEO’s work with U.S. President Donald Trump.
Even with these disruptions, the Model Y outsold its nearest rival by more than 50,000 units. Second place went to the newly launched Skoda Elroq with 93,870 registrations, followed by the Tesla Model 3 at 85,393 units. The Model 3 also recorded a 24% year-over-year decline. Renault’s new electric Renault 5 placed fourth with 85,101 registrations.
Other top performers included the Volkswagen ID.4, ID.3, and ID.7, along with the BMW iX1 and Kia EV3, many of which posted triple-digit growth from partial-year launches in 2024.
While the Model Y dominated individual model rankings, Volkswagen overtook Tesla as Europe’s top EV brand in 2025. Volkswagen delivered 274,278 electric cars in the region, a 56% increase compared to 2024. Much of that growth was driven by the Volkswagen ID.7. Tesla, by contrast, sold 236,357 electric vehicles in Europe, representing a 27% year-over-year decline.
JATO Dynamics noted that “Tesla’s small and aging model range faces fierce competition in Europe, both from traditional European automakers and a growing number of Chinese competitors.”
Despite intensifying competition and brand-level shifts, however. the Model Y’s commanding lead demonstrates that Tesla’s bestselling crossover remains a dominant force in Europe’s fast-evolving EV landscape.
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Starlink gets its latest airline adoptee for stable and reliable internet access
The company said it plans to “rapidly integrate Starlink into its fleet,” and that the first Starlink-equipped aircraft will enter service this Summer.
SpaceX’s Starlink, the satellite internet program launched by Elon Musk’s company, has gotten its latest airline adoptee, offering stable and reliable internet to passengers.
Southwest Airlines announced on Wednesday that it would enable Starlink on its aircraft, a new strategy that will expand to more than 300 planes by the end of the year.
The company said it plans to “rapidly integrate Starlink into its fleet,” and that the first Starlink-equipped aircraft will enter service this Summer.
Tony Roach, Executive Vice President, Chief Customer and Brand Officer for the airline, said:
“Free WiFi has been a huge hit with our Rapid Rewards Members, and we know our Customers expect seamless connectivity across all their devices when they travel. Starlink delivers that at-home experience in the air, giving Customers the ability to stream their favorite shows from any platform, watch live sports, download music, play games, work, and connect with loved ones from takeoff to landing.”
Southwest also said that this is just one of the latest upgrades it is making to provide a more well-rounded experience to its aircraft. In addition to Starlink, it is updating cabin designs, offering more legroom, and installing in-seat power to all passengers.
Southwest became one of several airlines to cross over to Starlink, as reviews for the internet provider have raved about reliability and speed. Over the past year, Hawaiian Airlines, United Airlines, Alaska Airlines, airBaltic, Air France, JSX, Emirates, British Airways, and others have all decided to install Starlink on their planes.
This has been a major move away from unpredictable and commonly unreliable WiFi offerings on planes. Starlink has been more reliable and has provided more stable connections for those using their travel time for leisure or business.
Jason Fritch, VP of Starlink Enterprise Sales at SpaceX, said:
“We’re thrilled to deliver a connectivity experience to Southwest Airlines and its Customers that really is similar, if not better, than what you can experience in your own home. Starlink is the future of connected travel, making every journey faster, smoother, and infinitely more enjoyable.”
Starlink recently crossed a massive milestone of over 10 million subscribers.
Tesla China hires Autopilot Test Engineer amid continued FSD rollout preparations
Tesla Model Y outsells all EV rivals in Europe in 2025 despite headwinds
