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Tesla FSD Beta V11 partial release notes confirm single stack rollout

Credit: @evamcmillan333/Twitter)

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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. 

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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. 

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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. 

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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.

Maria--aka "M"-- is an experienced writer and book editor. She's written about several topics including health, tech, and politics. As a book editor, she's worked with authors who write Sci-Fi, Romance, and Dark Fantasy. M loves hearing from TESLARATI readers. If you have any tips or article ideas, contact her at maria@teslarati.com or via X, @Writer_01001101.

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Elon Musk says he’s open to powering Apple’s Siri with xAI’s Grok

Siri, one of the first intelligent AI assistants in the market, has become widely outdated and outperformed by rivals over the years.

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Gage Skidmore, CC BY-SA 4.0 , via Wikimedia Commons

Elon Musk says he’s willing to help Apple overhaul Siri by integrating xAI’s Grok 4.1, igniting widespread excitement and speculations about a potential collaboration between the two tech giants. 

Siri, one of the first intelligent AI assistants in the market, has become widely outdated and outperformed by rivals over the years.

Musk open to an Apple collaboration

Musk’s willingness to team up with Apple surfaced after an X user suggested replacing Siri with Grok 4.1 to modernize the AI assistant. The original post criticized Siri’s limitations and urged Apple to adopt a more advanced AI system. “It’s time for Apple to team up with xAI and actually fix Siri. Replace that outdated, painfully dumb assistant with Grok 4.1. Siri deserves to be Superintelligent,” the X user wrote.

Musk quoted the post, responding with, “I’m down.” Musk’s comment quickly attracted a lot of attention among X’s users, many of whom noted that a Grok update to Siri would be appreciated because Apple’s AI assistant has legitimately become terrible in recent years. Others also noted that Grok, together with Apple’s potential integration of Starlink connectivity, would make iPhones even more compelling. 

Grok promises major Siri upgrades

The enthusiasm stems largely from Grok 4.1’s technical strengths, which include stronger reasoning and improved creative output. xAI also designed the model to reduce hallucinations, as noted in a Reality Tea report. Supporters believe these improvements could address Apple’s reported challenges developing its own advanced AI systems, giving Siri the upgrade many users have waited years for.

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Reactions ranged from humorous to hopeful, with some users joking that Siri would finally “wake up with a personality” if paired with Grok. Siri, after all, was a trailblazer in voice assistants, but it is currently dominated by rivals in terms of features and capabilities. Grok could change that, provided that Apple is willing to collaborate with Elon Musk’s xAI.

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Tesla’s top-rated Supercharger Network becomes Stellantis’ new key EV asset

The rollout begins in North America early next year before expanding to Japan and South Korea in 2027.

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Credit: Tesla

Stellantis will adopt Tesla’s North American Charging System (NACS) across select battery-electric vehicles starting in 2026, giving customers access to more than 28,000 Tesla Superchargers across five countries. 

The rollout begins in North America early next year before expanding to Japan and South Korea in 2027, significantly boosting public fast-charging access for Jeep, Dodge, and other Stellantis brands. The move marks one of Stellantis’ largest infrastructure expansions to date.

Stellantis unlocks NACS access

Beginning in early 2026, Stellantis BEVs, including models like the Jeep Wagoneer S and Dodge Charger Daytona, will gain access to Tesla’s Supercharger network across North America. The integration will extend to Japan and South Korea in 2027, with the 2026 Jeep Recon and additional next-generation BEVs joining the list as compatibility expands. Stellantis stated that details on adapters and network onboarding for current models will be released closer to launch, as noted in a press release.

The company emphasizes that adopting NACS aligns with a broader strategy to give customers greater freedom of choice when charging, especially as infrastructure availability becomes a deciding factor for EV buyers. With access to thousands of high-speed stations, Stellantis aims to reduce range anxiety and improve long-distance travel convenience across its global portfolio.

Tesla Supercharger network proves its value

Stellantis’ move also comes as Tesla’s Supercharger system continues to earn top rankings for reliability and user experience. In the 2025 Zapmap survey, drawn from nearly 4,000 BEV drivers across the UK, Tesla Superchargers were named the Best Large EV Charging Network for the second year in a row. The study measured reliability, ease of use, and payment experience across the country’s public charging landscape.

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Tesla’s UK network now includes 1,115 open Supercharger devices at 97 public locations, representing roughly 54% of its total footprint and marking a 40% increase in public availability since late 2024. Zapmap highlighted the Supercharger network’s consistently lower pricing compared to other rapid and ultra-rapid providers, alongside its strong uptime and streamlined user experience. These performance metrics further reinforce the value of Stellantis’ decision to integrate NACS across major markets.

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Tesla FSD and Robotaxis are making people aware how bad human drivers are

These observations really show that Tesla’s focus on autonomy would result in safer roads for everyone.

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Credit: Tesla

Tesla FSD and the Robotaxi network are becoming so good in their self-driving performance, they are starting to highlight just how bad humans really are at driving. 

This could be seen in several observations from the electric vehicle community.

Robotaxis are better than Uber, actually

Tesla’s Robotaxi service is only available in Austin and the Bay Area for now, but those who have used the service have generally been appreciative of its capabilities and performance. Some Robotaxi customers have observed that the service is simply so much more affordable than Uber, and its driving is actually really good.

One veteran Tesla owner, @BLKMDL3, recently noted that the Robotaxi service has become better than Uber simply because FSD now drives better than some human drivers.  Apart from the fact that Robotaxis allow riders to easily sync their phones to the rear display, the vehicles generally provide a significantly more comfortable ride than their manually-driven counterparts from Uber.

FSD is changing the narrative, one ride at a time

It appears that FSD V14 really is something special. The update has received wide acclaim from users since it was released, and the positive reactions are still coming. This was highlighted in a recent post from Tesla owner Travis Nicolette, who shared a recent experience with FSD. As per the Tesla owner, he was quite surprised as his car was able to accomplish a U-turn in a way that exceeded human drivers.

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Yet another example of FSD’s smooth and safe driving was showcased in a recent video, which showed a safety monitor of a Bay Area Robotaxi falling asleep in the driver’s seat. In any other car, a driver falling asleep at the wheel could easily result in a grave accident, but thanks to FSD, both the safety monitor and the passengers remained safe.

These observations, if any, really show that Tesla’s focus on autonomy would result in safer roads for everyone. As per the IIHS, there were 40,901 deaths from motor vehicle crashes in the United States in 2023. The NHTSA also estimated that in 2017, 91,000 police-reported crashes involved drowsy drivers. These crashes led to an estimated 50,000 people injured and 800 deaths. FSD could lower all these tragic statistics by a notable margin.

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