News
Tesla FSD Beta 10.5 Release Notes leaked, teases significant improvements
Tesla FSD Beta 10.5 is expected to be released soon, though a copy of the update’s Release Notes has been shared online. Based on what could be seen from the upcoming update’s notes, it appears that FSD Beta 10.5 would be a significant step up from its previous iterations.
If Tesla does release FSD Beta 10.5 this weekend, it will fall right into Elon Musk’s estimate for the update’s release. Earlier this month, Musk hinted that V10.5 would be released around November 20. Musk doubled down on this estimate on November 19, with the CEO noting on Twitter that he was hoping for FSD Beta 10.5 to be ready very soon.
We've confirmed with one Tesla employee who received this update tonight that this is Full Self-Driving Beta 10.5. Tesla is pushing the beta to employee-owned vehicles initially.
They have communicated that a rollout is expected Sunday night assuming last-minute checks go well. https://t.co/cQUULe2KST
— Teslascope (@teslascope) November 21, 2021
It did not take long before reports emerged from the Tesla community that the latest iteration of the advanced driver-assist system was starting to roll out. Tesla update tracker service Teslascope noted in a later post on Twitter that it had been able to confirm that FSD Beta 10.5 was indeed being released, but only for employees for now. Assuming that last-minute checks were deemed satisfactory, a release to members of the FSD Beta program was reportedly still expected for Sunday night.
Amidst these reports, the Release Notes of FSD Beta 10.5 were also shared online. Similar to previous updates, V10.5’s notes were detailed, describing exactly what was improved in the update. As could be seen from the notes, Tesla has improved FSD Beta’s VRU once more, as well as the system’s cone and sign detections. More importantly, V10.5 also provide FSD Beta with the ability to change lanes away from a merging vehicle instead of slowing down. “False slowdowns” have been reduced as well. Overall, these improvements should make FSD Beta 10.5 perform more humanlike on the road.
Here are release notes for #FSDBeta V10.5. Looking like some great areas of focus. I'm really looking forward to improved creeping and "reduce false slowdowns" 🙂 pic.twitter.com/5VRAntHoP7
— Dirty Tesla (@DirtyTesLa) November 21, 2021
The following are the leaked Release Notes of FSD Beta 10.5.
– Improved VRU (pedestrians, bicyclists, motorcycles) crossing velocity error by 20% from improved quality in our auto-labeling.
– Improved static world predictions (road lines, edges, and lane connectivity) by up to 13% using a new static world auto-labeler and adding 165K autolabeled videos.
– Improved cone and sign detections by upreving the generalized static object network with 15K more video clips and adjusting oversampling and overweighting strategies (+4.5% precision, +10.4% recall).
– Improved cut-in detection network by 5.5% to help reduce false slowdowns.
– Enabled “emergency collision avoidance maneuvering” in shadow mode.
– Enabled behavior to lane change away from merges when safe to do so.
– Improved merge object detection recall by using multi-modal object prediction at intersections.
– Improved control for merges by increasing smoothness of arrival time constraints and considering possible merging objects beyond visibility.
– Improved lane changes by allowing larger deceleration limit in short-deadline situations.
– Improved lateral control for creeping forward to get more visibility
– Improved modeling of road boundaries on high curvature roads for finer maneuvers.
– Improved logic to stay on-route and avoid unnecessary detours/rerouting.
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Elon Musk
Tesla owners surpass 8 billion miles driven on FSD Supervised
Tesla shared the milestone as adoption of the system accelerates across several markets.
Tesla owners have now driven more than 8 billion miles using Full Self-Driving Supervised, as per a new update from the electric vehicle maker’s official X account.
Tesla shared the milestone as adoption of the system accelerates across several markets.
“Tesla owners have now driven >8 billion miles on FSD Supervised,” the company wrote in its post on X. Tesla also included a graphic showing FSD Supervised’s miles driven before a collision, which far exceeds that of the United States average.
The growth curve of FSD Supervised’s cumulative miles over the past five years has been notable. As noted in data shared by Tesla watcher Sawyer Merritt, annual FSD (Supervised) miles have increased from roughly 6 million in 2021 to 80 million in 2022, 670 million in 2023, 2.25 billion in 2024, and 4.25 billion in 2025. In just the first 50 days of 2026, Tesla owners logged another 1 billion miles.
At the current pace, the fleet is trending towards hitting about 10 billion FSD Supervised miles this year. The increase has been driven by Tesla’s growing vehicle fleet, periodic free trials, and expanding Robotaxi operations, among others.
Tesla also recently updated the safety data for FSD Supervised on its website, covering North America across all road types over the latest 12-month period.
As per Tesla’s figures, vehicles operating with FSD Supervised engaged recorded one major collision every 5,300,676 miles. In comparison, Teslas driven manually with Active Safety systems recorded one major collision every 2,175,763 miles, while Teslas driven manually without Active Safety recorded one major collision every 855,132 miles. The U.S. average during the same period was one major collision every 660,164 miles.
During the measured period, Tesla reported 830 total major collisions with FSD (Supervised) engaged, compared to 16,131 collisions for Teslas driven manually with Active Safety and 250 collisions for Teslas driven manually without Active Safety. Total miles logged exceeded 4.39 billion miles for FSD (Supervised) during the same timeframe.
Elon Musk
The Boring Company’s Music City Loop gains unanimous approval
After eight months of negotiations, MNAA board members voted unanimously on Feb. 18 to move forward with the project.
The Metro Nashville Airport Authority (MNAA) has approved a 40-year agreement with Elon Musk’s The Boring Company to build the Music City Loop, a tunnel system linking Nashville International Airport to downtown.
After eight months of negotiations, MNAA board members voted unanimously on Feb. 18 to move forward with the project. Under the terms, The Boring Company will pay the airport authority an annual $300,000 licensing fee for the use of roughly 933,000 square feet of airport property, with a 3% annual increase.
Over 40 years, that totals to approximately $34 million, with two optional five-year extensions that could extend the term to 50 years, as per a report from The Tennesean.
The Boring Company celebrated the Music City Loop’s approval in a post on its official X account. “The Metropolitan Nashville Airport Authority has unanimously (7-0) approved a Music City Loop connection/station. Thanks so much to @Fly_Nashville for the great partnership,” the tunneling startup wrote in its post.
Once operational, the Music City Loop is expected to generate a $5 fee per airport pickup and drop-off, similar to rideshare charges. Airport officials estimate more than $300 million in operational revenue over the agreement’s duration, though this projection is deemed conservative.
“This is a significant benefit to the airport authority because we’re receiving a new way for our passengers to arrive downtown at zero capital investment from us. We don’t have to fund the operations and maintenance of that. TBC, The Boring Co., will do that for us,” MNAA President and CEO Doug Kreulen said.
The project has drawn both backing and criticism. Business leaders cited economic benefits and improved mobility between downtown and the airport. “Hospitality isn’t just an amenity. It’s an economic engine,” Strategic Hospitality’s Max Goldberg said.
Opponents, including state lawmakers, raised questions about environmental impacts, worker safety, and long-term risks. Sen. Heidi Campbell said, “Safety depends on rules applied evenly without exception… You’re not just evaluating a tunnel. You’re evaluating a risk, structural risk, legal risk, reputational risk and financial risk.”
Elon Musk
Tesla announces crazy new Full Self-Driving milestone
The number of miles traveled has contextual significance for two reasons: one being the milestone itself, and another being Tesla’s continuing progress toward 10 billion miles of training data to achieve what CEO Elon Musk says will be the threshold needed to achieve unsupervised self-driving.
Tesla has announced a crazy new Full Self-Driving milestone, as it has officially confirmed drivers have surpassed over 8 billion miles traveled using the Full Self-Driving (Supervised) suite for semi-autonomous travel.
The FSD (Supervised) suite is one of the most robust on the market, and is among the safest from a data perspective available to the public.
On Wednesday, Tesla confirmed in a post on X that it has officially surpassed the 8 billion-mile mark, just a few months after reaching 7 billion cumulative miles, which was announced on December 27, 2025.
Tesla owners have now driven >8 billion miles on FSD Supervisedhttps://t.co/0d66ihRQTa pic.twitter.com/TXz9DqOQ8q
— Tesla (@Tesla) February 18, 2026
The number of miles traveled has contextual significance for two reasons: one being the milestone itself, and another being Tesla’s continuing progress toward 10 billion miles of training data to achieve what CEO Elon Musk says will be the threshold needed to achieve unsupervised self-driving.
The milestone itself is significant, especially considering Tesla has continued to gain valuable data from every mile traveled. However, the pace at which it is gathering these miles is getting faster.
Secondly, in January, Musk said the company would need “roughly 10 billion miles of training data” to achieve safe and unsupervised self-driving. “Reality has a super long tail of complexity,” Musk said.
Training data primarily means the fleet’s accumulated real-world miles that Tesla uses to train and improve its end-to-end AI models. This data captures the “long tail” — extremely rare, complex, or unpredictable situations that simulations alone cannot fully replicate at scale.
This is not the same as the total miles driven on Full Self-Driving, which is the 8 billion miles milestone that is being celebrated here.
The FSD-supervised miles contribute heavily to the training data, but the 10 billion figure is an estimate of the cumulative real-world exposure needed overall to push the system to human-level reliability.