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Elon Musk explains Tesla’s pure vision approach to Autopilot and Full Self-Driving
A recent set of updates from Elon Musk has revealed that Tesla is looking to eventually update its Autopilot and Full Self-Driving suite to a camera-based system. This means that in the future, Tesla’s all-electric vehicles would be navigating themselves and performing driver-assist functions without the use of components such as radar.
Musk’s update came as a response to a post from Tesla owner and FSD Beta user @WholeMarsBlog, who shared a clip of his Model 3 navigating away from a parking lot to its destination without input from its driver. In his response, Musk noted that FSD Beta V9.0, which has been highly-anticipated by the EV community, is almost ready.
Almost ready with FSD Beta V9.0. Step change improvement is massive, especially for weird corner cases & bad weather. Pure vision, no radar.
— Elon Musk (@elonmusk) April 9, 2021
Elaborating further, Musk explained that the V9.0 update should improve the FSD Beta’s performance in corner cases and bad weather, which remain challenging to the advanced driver-assist system today. But this was not all, as Musk noted that the update would be “pure vision, no radar.” When prodded further, the Tesla CEO admitted that Tesla eventually plans to get rid of radar altogether in its future vehicles.
Unsurprisingly, Musk’s statements about Tesla’s impending removal of radar attracted its own fair share of critics, many of whom argued that a pure vision approach is a step backward. This is especially notable as Tesla is already using fewer sensors for its driver-assist systems compared to competitors like Cruise and Waymo, both of whom rely on lidar and high-definition maps to navigate.
Musk responded to these concerns, highlighting that ultimately, vision has the potential to be far superior to radar.
Sensors are a bitstream and cameras have several orders of magnitude more bits/sec than radar (or lidar).
Radar must meaningfully increase signal/noise of bitstream to be worth complexity of integrating it.
As vision processing gets better, it just leaves radar far behind.
— Elon Musk (@elonmusk) April 10, 2021
“When radar and vision disagree, which one do you believe? Vision has much more precision, so better to double down on vision than do sensor fusion. Sensors are a bitstream and cameras have several orders of magnitude more bits/sec than radar (or lidar). Radar must meaningfully increase signal/noise of bitstream to be worth complexity of integrating it. As vision processing gets better, it just leaves radar far behind,” Musk explained.
Tesla’s approach to full self-driving is partly based on the notion that humans do 100% of their driving through vision alone, without any radar or lidar use. This was highlighted by Tesla executives since Autonomy Day back in 2019, when the company unveiled its custom FSD computer. As for concerns about whether cameras could provide the same level of safety as radar in detecting what is happening several cars ahead, Musk noted that there’s a high probability that vision could perform just as well.
These things are best thought of as probabilities. There are 5 forward-facing cameras. It is highly likely that at least one of them will see multiple cars ahead.
— Elon Musk (@elonmusk) April 10, 2021
“These things are best thought of as probabilities. There are 5 forward-facing cameras. It is highly likely that at least one of them will see multiple cars ahead,” Musk said.
Tesla is not the only company in the market that is looking into a vision-only approach. Last year, Intel Corp released a video of an autonomous car from MobilEye that was navigating around Jerusalem for about 20 minutes. Unlike other self-driving vehicles, MobilEye’s car was only equipped with a suite of cameras and nothing else. The brief video was impressive, showing the MobilEye autonomous car going through four-way intersections with no traffic lights, as well as inner-city lanes that required the vehicle to avoid pedestrians.
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Tesla adds new surprising fee to Robotaxi program
“Additional cleaning was required for the vehicle after your trip. A fee has been added to your final cost to cover this service. Please contact us if you have any questions.”
Tesla has added a new and somewhat surprising fee to the Robotaxi program. It’s only surprising because it was never there before.
Tesla shocked everyone when it launched its Robotaxi platform and offered riders the opportunity to tip, only to tell them they do not accept tips. It was one of the company’s attempts at being humorous as it rolled out its driverless platform to people in Austin.
As it has expanded to new cities and been opened to more people, as it was yesterday to iOS users, Tesla has had to tweak some of the minor details of the Robotaxi and ride-hailing platforms it operates.
First Look at Tesla’s Robotaxi App: features, design, and more
With more riders, more vehicles, and more operational jurisdictions, the company has to adjust as things become busier.
Now, it is adjusting the platform by adding “Cleaning Fees” to the Robotaxi platform, but it seems it is only charged if the vehicle requires some additional attention after your ride.
The app will communicate with the rider with the following message (via Not a Tesla App):
“Additional cleaning was required for the vehicle after your trip. A fee has been added to your final cost to cover this service. Please contact us if you have any questions.”
The cost of the cleaning will likely depend on how severe the mess is. If you spill a soda, it will likely cost less than if you lose your lunch in the back of the car because you had a few too many drinks.
This is an expected change, and it seems to be one that is needed, especially considering Tesla is operating a small-scale ride-hailing service at the current time. As it expands to more states and cities and eventually is available everywhere, there will be more situations that will arise.
The messes in vehicles are not a new situation, especially in a rideshare setting. It will be interesting to see if Tesla will enable other fees, like ones for riders who request a ride and do not show up for it.
News
Tesla Model Y sold out in China for 2025
Customers who wish to get their cars by the end of the year would likely need to get an inventory unit.
It appears that the Model Y has been sold out for 2025 in China. This seems to be true for the four variants of the vehicle that are currently offered in the country.
Tesla China’s order page update
A look at Tesla China’s order page for the Model Y shows a message informing customers that those who wish to guarantee delivery by the end of the year should purchase an inventory unit. This was despite the Model Y RWD and Model Y L showing an estimated delivery timeline of 4-8 weeks, and the Model Y Long Range RWD and Model Y Long Range AWD showing 4-13 weeks.
As per industry watchers, these updates on the Model Y’s order page suggest that Tesla China’s sales capacity for the remainder of 2025 has been sold out. The fact that estimated delivery timeframes for the Model Y Long Range RWD and AWD extend up to 13 weeks also bodes well for demand for the vehicle, especially given strong rivals like the Xiaomi YU7, which undercuts the Model Y in price.
Tesla China’s upcoming big updates
What is quite interesting is that Tesla China is still competing in the country with one hand partly tied behind its back. So far, Tesla has only been able to secure partial approval for its flagship self-driving software, FSD, in China. This has resulted in V14 not being rolled out to the country yet. Despite this, Tesla China’s “Autopilot automatic assisted driving on urban roads,” as the system is called locally, has earned positive reviews from users.
As per Elon Musk during the 2025 Annual Shareholder Meeting, however, Tesla is expecting to secure full approval for FSD in China in early 2026. “We have partial approval in China, and we hopefully will have full approval in China around February or March or so. That’s what they’ve told us,” Musk said.
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Tesla Full Self-Driving appears to be heading to Europe soon
For years, Musk has said the process for gaining approval in Europe would take significantly more time than it does in the United States. Back in 2019, he predicted it would take six to twelve months to gain approval for Europe, but it has taken much longer.
Tesla Full Self-Driving appears to be heading to Europe soon, especially as the company has continued to expand its testing phases across the continent.
It appears that the effort is getting even bigger, as the company recently posted a job for a Vehicle Operator in Prague, Czech Republic.
This would be the third country the company is seeking a Vehicle Operator in for the European market, joining Germany and Hungary, which already have job postings in Berlin, Prüm, and Budapest, respectively.
🚨Breaking: Tesla is hiring vehicle operators in Prague. pic.twitter.com/CbiJdQLCLj
— Tesla Yoda (@teslayoda) November 19, 2025
This position specifically targets the Engineering and Information Technology departments at Tesla, and not the Robotics and Artificial Intelligence job category that relates to Robotaxi job postings.
Although there has been a posting for Robotaxi Operators in the Eastern Hemisphere, more specifically, Israel, this specific posting has to do with data collection, likely to bolster the company’s position in Europe with FSD.
The job description says:
“We are seeking a highly motivated employee to strengthen our team responsible for vehicle data collection. The Driver/Vehicle Operator position is tasked with capturing high-quality data that contributes to improving our vehicles’ performance. This role requires self-initiative, flexibility, attention to detail, and the ability to work in a dynamic environment.”
It also notes the job is for a fixed term of one year.
The position requires operation of a vehicle for data collection within a defined area, and requires the Vehicle Operator to provide feedback to improve data collection processes, analyze and report collected data, and create daily driving reports.
The posting also solidifies the company’s intention to bring its Full Self-Driving platform to Europe in the coming months, something it has worked tirelessly to achieve as it spars with local regulators.
For years, Musk has said the process for gaining approval in Europe would take significantly more time than it does in the United States. Back in 2019, he predicted it would take six to twelve months to gain approval for Europe, but it has taken much longer.
This year, Musk went on to say that the process of getting FSD to move forward has been “very frustrating,” and said it “hurts the safety of the people of Europe.”
Elon Musk clarifies the holdup with Tesla Full Self-Driving launch in Europe
The latest update Musk gave us was in July, when he said that Tesla was awaiting regulatory approval.
Tesla adds new surprising fee to Robotaxi program
Tesla Model Y sold out in China for 2025
