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Tesla’s Full Self-Driving Beta 10.6 reveals focus on vision and precision

(Credit: Angel Wong/YouTube)

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Tesla’s Full Self-Driving Beta program is getting a new version this weekend with Update Version 10.6, and the release notes show an extra emphasis on vision, object detection, and the precision of movements by the vehicle.

The Tesla Full Self-Driving Beta program is a unique fleet of customer-owned vehicles that receive exclusive access to the automaker’s newest and most robust releases of its semi-autonomous driving program. It features drivers with Tesla Safety Scores of 98, 99 and 100, and will likely expand to lower scores in the future. However, the best way to be included in the program is to achieve scores as close to 100 as possible. Tesla’s FSD Beta updates do not increase the capabilities of the FSD Suite to make the vehicle fully autonomous. Failure to remain attentive at the wheel when using the program can result in expulsion from the Beta fleet, and Tesla has made it evident that they will take relatively no risks in its effort to protect the Beta program’s exclusivity.

Tesla is enforcing strict FSD Beta rules for inattentive drivers

Tesla FSD Beta updates come every two weeks, give or take a few days based on its performance internally. Yesterday, CEO Elon Musk confirmed 10.6 would roll out this weekend, barring any major or significant bottlenecks that would affect the performance of the semi-autonomous driving suite. It rolled out to employees last night and earlier today.

It appears the main concerns of Tesla’s FSD engineers for this release were object detection, visibility, and improving the overall performance of the suite, especially through the accuracy and predictability of its movements. The FSD Beta 10.6 Release Notes were shared on Reddit by u/110110.

  • Improved object detection network architecture for non-VRUs (e.g. cars, trucks, buses). 7% higher recall. 16% lower depth error, and 21% lower velocity error for crossing vehicles.

  • New visibility network with 18.5% less mean relative error.

  • New general static object network with 17% precision improvements in high curvature and nighttime cases.

  • Improved stopping position at unprotected left turns while yielding to oncoming objects, using object predictions beyond the crossing point.

  • Allow more room for longitudinal alignment during merges by incorporating modeling of merge region end.

  • Improved comfort when offsetting for objects that are cutting out of your lane.

The new FSD Beta version should roll out to members of the Beta program in the coming days.

I’d love to hear from you! If you have any comments, concerns, or questions, please email me at joey@teslarati.com. You can also reach me on Twitter @KlenderJoey, or if you have news tips, you can email us at tips@teslarati.com.

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Joey has been a journalist covering electric mobility at TESLARATI since August 2019. In his spare time, Joey is playing golf, watching MMA, or cheering on any of his favorite sports teams, including the Baltimore Ravens and Orioles, Miami Heat, Washington Capitals, and Penn State Nittany Lions. You can get in touch with joey at joey@teslarati.com. He is also on X @KlenderJoey. If you're looking for great Tesla accessories, check out shop.teslarati.com

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Tesla Europe builds momentum with expanding FSD demos and regional launches

Needless to say, it appears that Tesla is putting in some serious effort into boosting sales in Europe this year. 

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Credit: Tesla Europe & Middle East/X

Tesla has been notably active across Europe in recent weeks, expanding its Full Self-Driving (Supervised) ride-along program, entering a new market, and showcasing its newest vehicles across multiple regions. 

Needless to say, it appears that Tesla is putting in some serious effort into boosting sales in Europe this year. 

Tesla Europe recently announced the expansion of its FSD (Supervised) ride-along experiences, inviting the public to experience the system on local roads. Initially available in Italy, France, and Germany when it launched, the program has now expanded to Hungary, Finland, and Spain.

The ride-along program allows participants to ride in the passenger seat and observe how FSD Supervised handles real-world traffic scenarios, including dense urban driving and other challenging conditions. Tesla has positioned the initiative as a way to familiarize European drivers and regulators with the system’s capabilities in everyday use. The program has received positive reviews so far, with many being impressed by FSD’s real-world capabilities. 

Tesla also recently launched operations in Slovakia with a pop-up store and multi-day public event in Bratislava, as noted in an EV Wire report. The launch, held from January 16 to 18 at the Eurovea Mall Promenade, featured test drives, vehicle displays, including the Cybertruck, as well as family-focused attractions such as a mini-Tesla racetrack. 

Local observers noted that Tesla Optimus was also shown at the event, while the Tesla Owners Slovakia club welcomed the brand with a coordinated light show near the Slovak National Theater. Tesla Europe later shared its appreciation for Slovakia in a post on its official social media account on X, stating, “Thanks, Slovakia, for the amazing last 3 days & for giving us such a warm welcome!”

Tesla’s Slovakia entry follows a familiar pattern used by the company in other European markets. Tesla opened a pop-up store in Bratislava as an initial step, with plans for a permanent showroom and a potential service center at a renovated site previously occupied by a Jeep and Dodge dealership. Tesla has used a similar approach in markets such as Czechia and Lithuania, where permanent facilities followed within a few months of pop-up launches.

Slovakia already has six Supercharging sites totaling 46 Superchargers, including two locations in Bratislava, providing early infrastructure support for Tesla owners. Tesla staff program manager Supratik Saha described the Slovakia launch as a strategic expansion in the heart of the EU, citing the country’s strong automotive manufacturing base and appetite for advanced technology.

Beyond the EU, the company also marked another milestone with the first Cybertruck deliveries in the United Arab Emirates, signaling continued geographic expansion for Tesla’s newest vehicle. Just like Tesla Slovakia, the Cybertruck also received a warm welcome from the UAE’s EV community. 

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Tesla Sweden maintains Trelleborg port deal despite union blockade

As noted in a report from Dagens Arbete (DA), Tesla was able to maintain its storage agreement with the Port of Trelleborg.

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Andrzej Otrębski, CC BY-SA 4.0 , via Wikimedia Commons

Tesla Sweden is still storing vehicles at the Port of Trelleborg despite the ongoing blockades against the company from the country’s labor unions. 

Tesla still at Port of Trelleborg

As noted in a report from Dagens Arbete (DA), Tesla was able to maintain its storage agreement with the Port of Trelleborg. This allows the company to keep vehicles at the port while imports into Sweden continue. This was despite the Transport Workers’ Union’s blockade, which was aimed at halting the loading and unloading of Tesla vehicles in the area.

Local union leader Jörgen Wärja, chairman of Transport and an employee representative on the port company’s board, confirmed that the agreement was still active. “The agreement has not been terminated. You want to have the money instead of having empty warehouses. I understand the reason, but I do not support it,” Wärja said

The local union leader also noted that he visited Tesla’s storage area earlier this week. “There were a lot of cars. I was surprised that there were so many, actually,” he said.

Tesla had been able to bring vehicles into Sweden via passenger ferries at Trelleborg, a method that unions said allowed the company to bypass the blockade, DA noted. According to estimates from IF Metall, the workaround enabled Tesla to deliver thousands of cars to Sweden each year.

Port defends decision

The Port of Trelleborg did not issue a comment on its current agreement with Tesla, but said it had complied with union sympathy measures. Documents reviewed by Swedish media showed that the contract with Tesla was being extended in six-month intervals.

Port CEO Malin Collin noted that the port would not discuss individual customer arrangements. “We do not go into details regarding any customer agreements. We have continuous dialogue with potential tenants, and this is not unique to any location,” Collin wrote in an email.

The CEO added that the port was following legal requirements related to the labor dispute. “We have taken note of the Transport Workers’ Union’s decision on sympathy measures and are of course following applicable legislation and the requirements placed on us as employers,” Collin said.

Jörgen Wärja, for his part, stated that the issue was not whether Tesla’s imports into Sweden could be fully stopped, but whether the port should provide logistical support to the electric vehicle maker during an active conflict. “The port shouldn’t have anything to do with Tesla at all, we believe,” he said. “It’s purely moral. Whether you honor a conflict or not. If you say you support Transport’s sympathetic actions against Tesla, it becomes a double standard.”

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Elon Musk

Elon Musk shares insights on SpaceX and Tesla’s potential scale

In a pair of recent posts on X, Musk argued that both companies operate in domains where growth is not linear, but exponential.

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Credit: xAI

Elon Musk outlined why he believes Tesla and SpaceX ultimately dwarf their competitors, pointing to autonomy, robotics, and space-based energy as forces that fundamentally reshape economic scale. 

In a pair of recent posts on X, Musk argued that both companies operate in domains where growth is not linear, but exponential.

Space-based energy

In a response to a user on X who observed that SpaceX has a larger valuation than all six US defense companies combined, Musk explained that space-based industries will eventually surpass the total economic value of Earth. He noted that space allows humanity to harness roughly 100,000 times more energy than Earth currently uses, while still consuming less than a millionth of the Sun’s total energy output.

That level of available energy should enable the emergence and development of industries that are simply not possible within Earth’s physical and environmental constraints. Continuous solar exposure in space, as per Musk’s comment, removes limitations imposed by atmosphere, weather, and land availability.

Autonomy and robots

In a follow-up post, Elon Musk explaned that “due to autonomy, Tesla is worth more than the rest of the auto industry.” Musk added that this assessment does not yet account for Optimus, Tesla’s humanoid robot. As per the CEO, once Optimus reaches scaled production, it could increase Earth’s gross domestic product by an order of magnitude, ultimately paving the way for sustainable abundance.

Even before the advent of Optimus, however, Tesla’s autonomous driving system already gives vehicles the option to become revenue-generating assets through services like the Tesla Robotaxi network. Tesla’s autonomous efforts seem to be on the verge of paying off, as services like the Robotaxi network have already been launched in its initial stages in Austin and the Bay Area. 

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