Tesla may be targeting the release of FSD Beta 10.8 on Tuesday together with the company’s fun Holiday Update, but this has not stopped the EV maker from releasing FSD Beta 10.7 this past weekend nonetheless. And despite its impending quick replacement with v10.8, v10.7 seems to include a number of key updates that make the advanced driver-assist system smoother to operate.
Immediately recognizable from v10.7’s detailed Release Notes was that vehicles could now react to things quite a bit faster. With v10.7, FSD Beta would also be less likely to slow down due to bad readings from other cars and objects on the road. Also, the aggressiveness of FSD Beta seems to have been toned down to some degree, with the system now rolling and stopping smoothly for jaywalkers, instead of slamming on the brakes.
Release notes for #FSDBeta V10.7 pic.twitter.com/BFFiQh7iww
— Dirty Tesla (@DirtyTesLa) December 19, 2021
Perhaps most interestingly, however, was that FSD Beta 10.7 also effectively enables one-pedal driving by expanding the use of vehicles’ regenerative braking systems. This should make stops smoother while keeping the physical brakes as infrequently used as possible. This update would likely be a welcome change, as conversations in the r/TeslaMotors subreddit among FSD Beta testers suggest that some users are annoyed by the system’s use of physical brakes in past iterations.
The following are the specific Release Notes for Tesla’s FSD Beta 10.7.
FSD Beta v10.7 Release Notes
– 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 0 mph for smoother stops and improved energy efficiency.
– Improved VRU (pedestrians, bicyclists, motorcycles, animals) lateral velocity 1 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 modeling of stopping region with soft and hard deadlines.
– Improved smoothness for merge control with better modeling 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.
Tesla FSD 10.8 plus holiday fun software release probably Tuesday
— Elon Musk (@elonmusk) December 18, 2021
While FSD Beta 10.7 seems quite impressive, Elon Musk has noted that v10.8 would probably be released this coming Tuesday, together with the company’s Holiday Update. Tesla’s Holiday Updates are typically comprised of fun additions to vehicles’ features such as games and tricks like the external boombox.
This time around, however, it appears that the company is ensuring that its Holiday Update brings more functionality to its ever-expanding group of FSD Beta testers. These include the capability of FSD Beta to work with other features such as Waypoints, a function that was confirmed by Musk on Twitter.
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Tesla has officially launched public Robotaxi rides in Austin, Texas, without a Safety Monitor in the vehicle, marking the first time the company has removed anyone from the vehicle other than the rider.
The Safety Monitor has been present in Tesla Robotaxis in Austin since its launch last June, maintaining safety for passengers and other vehicles, and was placed in the passenger’s seat.
Tesla planned to remove the Safety Monitor at the end of 2025, but it was not quite ready to do so. Now, in January, riders are officially reporting that they are able to hail a ride from a Model Y Robotaxi without anyone in the vehicle:
I am in a robotaxi without safety monitor pic.twitter.com/fzHu385oIb
— TSLA99T (@Tsla99T) January 22, 2026
Tesla started testing this internally late last year and had several employees show that they were riding in the vehicle without anyone else there to intervene in case of an emergency.
Tesla has now expanded that program to the public, but it is currently unclear if that is the case across its entire fleet of vehicles in Austin at this point.
Tesla Robotaxi goes driverless as Musk confirms Safety Monitor removal testing
The Robotaxi program also operates in the California Bay Area, where the fleet is much larger, but Safety Monitors are placed in the driver’s seat and utilize Full Self-Driving, so it is essentially the same as an Uber driver using a Tesla with FSD.
In Austin, the removal of Safety Monitors marks a substantial achievement for Tesla moving forward. Now that it has enough confidence to remove Safety Monitors from Robotaxis altogether, there are nearly unlimited options for the company in terms of expansion.
While it is hoping to launch the ride-hailing service in more cities across the U.S. this year, this is a much larger development than expansion, at least for now, as it is the first time it is performing driverless rides in Robotaxi anywhere in the world for the public to enjoy.
Tesla has scheduled its Earnings Call for Q4 and Full Year 2025 for next Wednesday, January 28, at 5:30 p.m. EST, and investors are already preparing to get some answers from executives regarding a wide variety of topics.
The company accepts several questions from retail investors through the platform Say, which then allows shareholders to vote on the best questions.
Tesla does not answer anything regarding future product releases, but they are willing to shed light on current timelines, progress of certain projects, and other plans.
There are five questions that range over a variety of topics, including SpaceX, Full Self-Driving, Robotaxi, and Optimus, which are currently in the lead to be asked and potentially answered by Elon Musk and other Tesla executives:
- You once said: Loyalty deserves loyalty. Will long-term Tesla shareholders still be prioritized if SpaceX does an IPO?
- Our Take – With a lot of speculation regarding an incoming SpaceX IPO, Tesla investors, especially long-term ones, should be able to benefit from an early opportunity to purchase shares. This has been discussed endlessly over the past year, and we must be getting close to it.
- When is FSD going to be 100% unsupervised?
- Our Take – Musk said today that this is essentially a solved problem, and it could be available in the U.S. by the end of this year.
- What is the current bottleneck to increase Robotaxi deployment & personal use unsupervised FSD? The safety/performance of the most recent models or people to monitor robots, robotaxis, in-car, or remotely? Or something else?
- Our Take – The bottleneck seems to be based on data, which Musk said Tesla needs 10 billion miles of data to achieve unsupervised FSD. Once that happens, regulatory issues will be what hold things up from moving forward.
- Regarding Optimus, could you share the current number of units deployed in Tesla factories and actively performing production tasks? What specific roles or operations are they handling, and how has their integration impacted factory efficiency or output?
- Our Take – Optimus is going to have a larger role in factories moving forward, and later this year, they will have larger responsibilities.
- Can you please tie purchased FSD to our owner accounts vs. locked to the car? This will help us enjoy it in any Tesla we drive/buy and reward us for hanging in so long, some of us since 2017.
- Our Take – This is a good one and should get us some additional information on the FSD transfer plans and Subscription-only model that Tesla will adopt soon.
Tesla will have its Earnings Call on Wednesday, January 28.
Elon Musk shared an incredible detail about Tesla Cybercab’s potential efficiency, as the company has hinted in the past that it could be one of the most affordable vehicles to operate from a per-mile basis.
ARK Invest released a report recently that shed some light on the potential incremental cost per mile of various Robotaxis that will be available on the market in the coming years.
The Cybercab, which is detailed for the year 2030, has an exceptionally low cost of operation, which is something Tesla revealed when it unveiled the vehicle a year and a half ago at the “We, Robot” event in Los Angeles.
Musk said on numerous occasions that Tesla plans to hit the $0.20 cents per mile mark with the Cybercab, describing a “clear path” to achieving that figure and emphasizing it is the “full considered” cost, which would include energy, maintenance, cleaning, depreciation, and insurance.
Probably true
— Elon Musk (@elonmusk) January 22, 2026
ARK’s report showed that the Cybercab would be roughly half the cost of the Waymo 6th Gen Robotaxi in 2030, as that would come in at around $0.40 per mile all in. Cybercab, at scale, would be at $0.20.
Credit: ARK Invest
This would be a dramatic decrease in the cost of operation for Tesla, and the savings would then be passed on to customers who choose to utilize the ride-sharing service for their own transportation needs.
The U.S. average cost of new vehicle ownership is about $0.77 per mile, according to AAA. Meanwhile, Uber and Lyft rideshares often cost between $1 and $4 per mile, while Waymo can cost between $0.60 and $1 or more per mile, according to some estimates.
Tesla’s engineering has been the true driver of these cost efficiencies, and its focus on creating a vehicle that is as cost-effective to operate as possible is truly going to pay off as the vehicle begins to scale. Tesla wants to get the Cybercab to about 5.5-6 miles per kWh, which has been discussed with prototypes.
Additionally, fewer parts due to the umboxed manufacturing process, a lower initial cost, and eliminating the need to pay humans for their labor would also contribute to a cheaper operational cost overall. While aspirational, all of the ingredients for this to be a real goal are there.
It may take some time as Tesla needs to hammer the manufacturing processes, and Musk has said there will be growing pains early. This week, he said regarding the early production efforts:
“…initial production is always very slow and follows an S-curve. The speed of production ramp is inversely proportionate to how many new parts and steps there are. For Cybercab and Optimus, almost everything is new, so the early production rate will be agonizingly slow, but eventually end up being insanely fast.”
BREAKING: Tesla launches public Robotaxi rides in Austin with no Safety Monitor
Tesla Earnings Call: Top 5 questions investors are asking
