Elon has said various times that Tesla is not a car company, but rather an AI company. Tesla is using AI to solve problems such as auto high beams, auto wipers and of course FSD. Tesla's tango with AI explains its recent move into robotics.
Solving FSD is just the beginning. We're likely to see Tesla enter additional fields that rely heavily on AI. Tesla will be able to take everything they've learned in the world of artificial intelligence and apply it to a completely new product or even a new field, similar to what they're doing with NeuraLink.
Tesla to look into adding AI-based HVAC
Elon has previously talked about how he would love for Tesla to develop air conditioning systems. Elon believes Tesla can make them much more efficient than they are today, but Tesla just doesn't have the resources to enter another field right now. The use of air conditioning around the world currently accounts for 10% of global electricity usage, according to IEA.
Tesla may now be looking to introduce AI to Tesla HVAC systems. Twitter user @coffeetabletsla asked Elon if Tesla could develop a neural network similar to Deep Rain that's used for windshield wipers, but instead use it to improve air conditioning. It could monitor when to turn the AC on/off, when to circulate air versus bringing in fresh outside air and take into account various factors such as current air quality, traffic and dirt roads.
In response, Elon gave his typical “Ok" answer, which has usually meant that Tesla is already working on a similar feature or that Elon is genuinely intrigued by the idea and will have Tesla engineers evaluate its feasibility.
Given Elon's fascination with air conditioning and wanting to reduce the world's energy footprint, this could be Tesla's first entry into the HVAC industry.
This conversation started on Twitter when the official Tesla account tweeted “can we all just agree that pumping out carbon monoxide, carbon dioxide, particulate matter, nitrogen oxide and sulphur dioxide from cars on all the streets around the world is maybe a bad idea".
Elon replied to the Tesla account with “in close traffic, poisonous gas spewing from the car in front of you goes straight into your AC intake." A fair point. We're just hurting ourselves. He then snarkily added that “Good thing gas/diesel carmakers didn't cheat on their emissions or we'd be in real trouble."
Air quality is also something Elon has shown interest in before. In fact, Teslas in China show the Air Quality Index right next to the temperature near the top portion of the car's screen.
In close traffic, poisonous gas spewing from the car in front of you goes straight into your AC intake. Good thing gas/diesel carmakers didn't cheat on their emissions or we'd be in real trouble ?
Teslas currently have an Auto AC button that determines when to activate the air conditioning system, although it's likely to be similar to other manufacturers where it compares the indoor and outdoor temperatures along with the relative humidity of each environment.
By adding AI to air conditioning not only can Tesla reduce its energy usage, resulting in longer range for your Tesla, but it could also give you cleaner air to breathe. Your Tesla can give you fresh air when you're driving alone on the road, and automatically switch to recirculated air when you're close to other cars.
This is just another example of how Tesla is redefining cars and improving the world we live in.
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Tesla signaled its intention to launch its first Robotaxi network in Austin, Texas, with company-owned and operated vehicles, back in January. This network will be Tesla’s first foray into truly autonomous vehicles - ones that aren’t being directly supervised by a driver. Later in February, Tesla’s executive team confirmed that the plans were on track for the launch of the Austin network both on X and during several interviews that they participated in.
At the end of February, we also found out that Tesla has applied for a Supervised Robotaxi license in California, where the network will also launch, but with safety drivers in place.
This is an ambitious plan, but FSD has really come a long way in the past year. FSD V12 was a massive step forward from V11, and V13 has made the experience smoother and safer than ever before. FSD V14 is expected to be another big step up with auto-regressive transformers and audio input.
Still on Track
Now, Elon has tripled down on the fact that Tesla will be launching their first autonomous robotaxi network in Austin - just two months away at this point. It seems that Tesla is fully set to launch their first fully unsupervised self-driving vehicles that will carry paying passengers in June.
Additional Cities
The best part is that Elon also confirmed that they’re targeting robotaxi networks launching in many cities within the United States by the end of this year. However, remember that this will be a Tesla-run network at first - Tesla owners won’t be able to add their vehicles to the Robotaxi fleet right away.
Adding Customer Vehicles
It will take some time before Tesla meets their strict internal safety requirements before it lets customers add their own vehicles to the network. Tesla’s executive team mentioned that they intend to let owners add their own vehicles to the fleet sometime in 2026. This happens to be the same time frame that Tesla plans to launch the Robotaxi across the United States, Mexico, and Canada — something that could only be done with customer-owned cars.
That final step will be bold—and it may come with complications, especially given that autonomous vehicle approval spans municipal, state or provincial, and even federal levels. There are plenty of regulatory hurdles ahead, but this is undoubtedly shaping up to be one of the most exciting times for Tesla.
Launch Event
With the Robotaxi network launching and Unsupervised FSD just around the corner, there’s a lot to get excited about. Tesla is expected to host a launch event at Gigafactory Texas in Austin to mark the debut of its first Robotaxi network. The company previously hinted that referral code users could receive invites—offering a rare chance to score an early ride in a Robotaxi outside the Hollywood studio lot.
Tesla’s engineering mule vehicles—used to test autonomy for future platforms—have resurfaced after an extended absence. The last time we saw them was back in July, when Tesla was gearing up for its initial We, Robot event. Since then, sightings have been scarce.
These vehicles typically signal that Tesla is testing new camera placements or validating FSD ground-truth data. This time, however, they appear to be outfitted exclusively with the updated camera hardware seen on the Cybercab.
New Sightings
The mules have now been spotted in Boston, Massachusetts, and Concord, New Hampshire—their first known appearances this far east. This suggests Tesla is actively collecting data to evaluate and optimize FSD performance in new regions. Thanks to Reddit user Ready_Medium_6693 for catching the one in Concord.
Elon Musk recently mentioned that Tesla plans to expand Robotaxi networks beyond the initial Texas and California launches. So while these sightings aren’t entirely unexpected, the speed of their arrival is. It suggests Tesla is confident in its ability to train FSD for local traffic rules and driving behaviors to the point it no longer needs a driver.
Bumper Cameras
The vehicle that’s been spotted in Boston is the usual Tesla engineering Model 3… except with one unique twist. It includes a front bumper camera. Shout out to @Dylan02939106 for catching the bumper camera in these photos.
The Refreshed Model 3 Mule with a Bumper Camera!
@Dylan02939106 on X
We previously released an opinion piece regarding whether the front bumper camera would be required for Unsupervised FSD. In our eyes, Tesla will require a bumper camera for Unsupervised FSD - if only to improve direct visibility in the bumper area of the vehicle. This is key for low-speed maneuvering in crowded areas like parking lots and garages, as well as for key features like Actually Smart Summon.
It isn’t surprising that Tesla is continuing to evaluate vehicles with a bumper camera - the Cybertruck, Cybercab, and Refreshed Model Y all have them now - and the rest of the lineup, including the flagship Model S and X, as well as the refreshed Model 3 - were supposed to eventually receive them as well.
With the Model S and Model X set for refreshes this year—and the front bumper camera on this Model 3 looking well-integrated rather than a temporary setup—it seems likely that front bumper cameras will soon become standard across Tesla’s entire lineup.
The Robotaxi Mule in Boston
@Dylan02939106 on X
In fact, Tesla’s newest iteration of the FSD computer has a slot for the Bumper Camera on all AI4/HW4 vehicles, so a future retrofit could even be possible.
These are some pretty exciting times - we may see Robotaxi networks actually deploy in time for Tesla’s lofty goal of “sometime in 2026” for cities throughout North America. Once many American cities begin to accept their deployment, it will be easier to seek homologation in Mexico and Canada, enabling deployment throughout the continent.
