Tesla FSD Beta 10.7 Release Notes Leaked

By Nuno Cristovao

Tesla has been releasing FSD Beta updates on a semi-regular schedule, about once every two weeks. The latest version is 10.6.1, but it was only rolled out to select beta testers. Most FSD testers are still on beta 10.5.

Tesla's FSD Beta on a Model S
Tesla's FSD Beta on a Model S
Black Tesla/YouTube

According to Elon Musk, Tesla is set to release FSD Beta 10.8 this week, skipping over version 10.7.

However, it looks like v10.7 was released internally, as the technical release notes have now been leaked to Sawyer Merritt on Twitter.

FSD Beta 10.7 is version 2021.44.5.5. The technical release notes state:

- Improved object attributes network to reduce false cut-in slowdowns by 50% and lane assignment error by 19%.

- Improved photon-to-control vehicle response latency by 20% on average.

- Expanded use of regenerative braking in Autopilot down to 0mph for smoother stops and improved energy efficiency.

- Improved VRU (pedestrians, bicyclists, motorcycles, animals) lateral velocity error by 4.9% by adding more auto-labeled and simulated training examples to the dataset.

- Reduced false slowdowns for crossing objects by improved velocity estimates for objects at the end of visibility. Reduced false slowdowns by adding geometric checks to cross-validate lane assignment of objects.

- Improved speed profile for unprotected left turns when visibility is low.

- Added more natural behavior to bias over bike lanes during right turns.

- Improved comfort when yielding to jaywalkers by better modelling of stopping region with soft and hard deadlines.

- Improved smoothness for merge control with better modelling of merge point and ghost objects positioned at the edge of visibility

- Improved overall comfort by enforcing stricter lateral jerk bounds in trajectory optimizer.

- Improved short deadline lane changes through richer trajectory modeling.

- Improved integration between lead vehicle overtake and lane change gap selection.

- Updated trajectory line visualization.

There are a lot of changes in this FSD release. Based on the release notes it sounds like this release may help fix some of the larger complaints testers have had, mainly around false slowdowns and jerkiness when taking a turn.

It looks like there will also be an updated visualization for the car's trajectory, which we will be sure to add to our full list of FSD Beta visualizations.

Tesla is set to release beta 10.8 with the holiday update as early as this Tuesday. Between the FSD Beta release and the new holiday features, it's likely to be the most anticipated and exciting release of 2021.

Beta Released Version
Beta 9.0 July 10th, 2021 2021.4.18.12
Beta 9.1 July 31st, 2021 2021.4.18.13
Beta 9.2 August 15th, 2021 2021.12.25.15
Beta 10.0 September 11th, 2021 2021.24.15
Beta 10.0.1 September 18th, 2021 2021.24.16
Beta 10.1 September 25th, 2021 2021.24.17
Beta 10.2 October 11th, 2021 2021.32.25
Beta 10.3 October 24th, 2021 2021.36.5.2
Beta 10.3.1 October 25th, 2021 2021.36.5.3
Beta 10.4 November 6th, 2021 2021.36.8.5
Beta 10.5 November 22nd, 2021 2021.36.8.8
Beta 10.6 December 4th, 2021 2021.36.8.9
Beta 10.6.1 December 11th, 2021 2021.36.8.10

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Musk Teases New Model for Early 2025 That Will Use a Mix of Next-Gen and Current Platforms

By Cláudio Afonso

“We have updated our future vehicle line-up to accelerate the launch of new models ahead of our previously communicated start of production in the second half of 2025”. This was one of the key sentences that were part of Tesla’s deck shared on Tuesday directly before its financial results.

Since Reuters’ report a few weeks ago saying Tesla had “scrapped” the highly expected cheaper model— which Elon quickly denied on X —retail and institutional shareholders started asking for more details on Tesla’s product roadmap for 2024 and beyond.

In the earnings conference call, Elon Musk reiterated that Tesla expects to launch the next model in “early 2025, if not late this year”.

“We've updated our future vehicle lineup to accelerate the launch of new models ahead of previously mentioned start of production in the second half of 2025. So, we expect it to be more like the early 2025, if not late this year. “

Over concerns of temporary production halts to update the factories for these new models, Musk said that Tesla will produce new models with certain aspects from their next-generation platform and current models. This will reduce the number of changes needed on production lines and allow Tesla not only to ramp up production faster but also to get the vehicles to market quicker.

Model Y Redesign

Tesla appears to hit that their next-gen vehicle will be less “next-gen” than they were initially aiming for, but to get a new vehicle out the door by late 2024, the process would already have to be in motion. Tesla may likely be referring to the redesigned Model Y, which is expected to reuse many parts from the new Model 3. Earlier this year, Tesla said that the redesigned Model Y will not be released this year, so it makes sense that they’re looking to speed up that production.

Tesla CEO concluded by saying that these measures will allow Tesla to reach a capacity of over 3 million units. Tesla produced 1.84 million vehicles in 2023. However, this year they’re ramping up Cybertruck production and introduced the new Model 3 into new markets.

And we think this should allow us to get to over 3 million vehicles of capacity when realized to the full extent.

Tesla reported on Tuesday its earnings results followed by a conference call where it teased its upcoming Robotaxi and its next-generation platform saying its “purpose-built Robotaxi product will continue to pursue a revolutionary ‘unboxed’ manufacturing strategy”.

Earlier in the day, Tesla announced the new Performance variant of its sedan Model 3 with deliveries in the United States starting already next month. The new version starts at $45,490 (after applying the $7,500 Federal EV tax credit) and goes from 0 to 60mph in 2.9 seconds.

Tesla on FSD: Close to License Deal With Major Automaker, Announces Miles Driven on FSD v12

By Cláudio Afonso

On Tuesday Tesla reported its earnings results followed by a conference call that brought several updates on the company’s roadmap for future vehicles, autonomous driving, Optimus and much more.

While answering a question from Goldman Sachs analyst Mark Delaney about updates on the licensing of Tesla’s Full Self-Driving (FSD) technology, Elon Musk said they’re talking to one major auto manufacturer and there’s “a good chance” the company signs the first deal before year-end. However, he went on to say that it would probably be three years before the necessary changes are integrated into the car.

I think we have a good chance we do sign a deal this year

Brings Benefits to Tesla

The technology would require other automakers to start using the same cameras and hardware as Tesla, meaning that Tesla may not only generate money from licensing FSD but also from selling the hardware itself. However, there would be other benefits as well. When licensing FSD, Tesla would likely own the data gathered with the system well, further helping them with data and edge cases that need to be solved to reach full autonomy.

people don't understand all cars will need to be smart cars… Once that becomes obvious, I think licensing becomes not optional.

Tesla’s Chief Financial Officer Vaibhav Taneja commented pointing out that future partners “take a lot of time in their product life cycle” resulting in a gap between the deal signing and the arrival in the market of Tesla’s FSD software.

Miles Driven With FSD

On the conference call, Musk added that Tesla now has over 300 million miles that have been driven with FSD v12 since it was launched just last month. He added that it's becoming “very clear that the vision-based approach with end-to-end neural networks is the right solution for scalable autonomy”.

Tesla said it will continue to increase its “core AI infrastructure capacity in the coming months” adding that in the first quarter, it completed the transition to hardware 4.0 with China now receiving the upgraded FSD computer and cameras.

Over the weekend, Tesla reduced the price of FSD dropping it from $12,000 to $8,000 for customers in the United States and from CA$16,000 to CA$11,000 in Canada.

Earlier this month, Tesla implemented a 50% price reduction for FSD subscriptions in the U.S. and introduced the subscription model in Canada at a great value of CA$99 per month.

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