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Tesla supplier Talon Metals on Manchin EV Bill, Tesla & more
Tesla supplier, Talon Metals (TLO.TO) gave Teslarati an exclusive interview and we talked about the Manchin EV Bill, Tesla and more.
I received some great feedback on one of my recent articles from Todd Malan, Chief External
Affairs Officer & Head of Climate Strategy at Talon Metals, one of Tesla’s key suppliers of nickel
and other battery minerals in the USA.
The two companies signed an offtake partnership in January of this year to supply nickel from Talon’s project in central Minnesota. Todd is based in Washington DC for Talon and therefore has a front-row seat to the wrangling among various parties regarding Senator Manchin’s new EV tax incentives in the Infrastructure Reduction Act of 2022.
As of this morning, voting was slated to begin today and the bill is expected to pass on a partisan line vote in the early morning of Monday. If the House passes it next week, it should be on President Biden’s desk by the end of the week.
Manchin’s EV tax credit proposal
Todd shared his thoughts on Manchin’s EV tax credit proposal. On one hand, it’s breathtakingly generous in that it lifts all numerical limits on EVs that are eligible for the $7500 tax credit.
Previously, 200,000 cars per year for each nameplate. On the other hand, Manchin’s proposal sets some new eligibility parameters around the cost of the EV, the income level of the buyer, and the source of the battery raw materials (sourced from the US or countries that have a Free Trade
Agreement with the US).
As I reported last week, some automakers are unhappy with Manchin’s strings on the EV credit, others like Tesla seem to be taking more of a “can do” approach when it comes to the mineral content provisions.
Todd also walked me through the comprehensive approach that Senator Manchin took to
supporting domestic mining and mineral processing across the full bill.
So, Manchin isn’t just telling automakers to buy from domestic sources of minerals and metals from domestic sources and leaving it to them. He also added significant new government support to help the supply chain get up and running on an urgent basis.
The fact that he got commitments from Democratic leaders in Congress and President Biden to reform the permitting process in the US in separate legislation (not just for mines but for solar, wind and hydrogen too) is another signal of Manchin’s holistic approach to ramping up the full battery supply chain in the US and also rely on allies that happen to be mineral powerhouses like Australia and Canada.
Todd had a very optimistic view that all of these provisions, including the EV credit, will help the U.S. address its dependency on China for batteries and scale up its capability in battery mineral production.
The core of his view is that it will take partnerships between miners, automakers,
regulators, recyclers, and other parts of the supply chain to meet the Manchin content
requirements.
Todd thinks Tesla and Ford stand out as companies leading the way in this new
approach to supply chain security.
Some automakers are not happy with Senator Manchin’s EV tax credit proposal
Todd read my article, Automakers are not too happy with Senator Manchin’s EV tax credit
proposal and pointed out that there was not a universal view among the automakers or the rest of the battery supply chain.
“Mazda and Rivian have been out-front in the media complaining about aspects of Senator
Manchin’s EV incentive proposal. I understand the concern that the timeline is very ambitious but on the other hand, Senator Manchin’s draft includes some of the world’s largest producers of battery materials: Canada, Chile, Australia, South Korea, etc.”
“Those countries that don’t have free trade agreements with the US, there is plenty of time (and now incentive) for them to negotiate agreements. Senator Manchin didn’t just confine the provision to the U.S., or even USMCA countries, but all countries that now or in the future have free trade agreements.”
“This is a balanced measure that will encourage domestic mining investment and development while also ensuring we can draw on our allies for secure supplies. It may not be the cheapest option for the automakers, but supply from this broad base of countries can be ramped up to meet the requirements.”
Todd pointed out that other parts of the auto lobby had a more nuanced approach to
Manchin’s proposal to support EV adoption. The Zero Emissions Transportation Association (ZETA), in which Tesla is a lead member, was quick to offer support for Manchin’s EV incentives.
Joe Britton, ZETA Executive Director was quoted in a number of media articles admitting that the domestic and ally content provisions would be hard to meet but that they could be met.
“If you look at the landscape as it exists today, it’s a challenge, but it’s doable,” said Joe Britton, the head of the Zero Emission Transportation Association, which advocates for EV adoption, told Bloomberg.“We can meet these metrics.”
Britton also has been praising the Manchin bill for what it will do for EV adoption. He told
News12 Westchester that he hopes the rebate can entice more people to purchase EVs. Britton said:
“In most areas of the country, especially the Northeast, it is five to six times more expensive to drive your vehicle on gasoline than it is by electricity. So, by making these vehicles more affordable on the front end, you’re really driving down that total cost of ownership”
As with most people that are involved with Tesla as suppliers, Malan was extremely careful to not speak for Tesla or speculate on their positions. But I realized that someone glancing at the headlines without reading through the article might assume that Tesla was of the same view as the legacy auto industry.
We all know Tesla prefers to speak for itself and Elon Musk shared a thought about Senator Manchin on Twitter yesterday. Although many were wondering what his tweet meant, I think it’s pretty clear he thinks Manchin is doing something right.
Thank goodness for Senator Manchin
— Elon Musk (@elonmusk) August 5, 2022
Partnerships across the value chain will be key
Todd pointed out to the Detroit News yesterday that it will take a range of
partnerships to meet the Manchin goals. He pointed out that Tesla and Talon have explicitly described their supply relationship as a partnership. Tesla is working with its suppliers.
Todd told me that everyone will need to work together to meet these goals.
“We need everyone working together to meet these ambitious goals in the Manchin bill.
Mining is the front end of the supply chain and it takes enormous knowhow, capital, and risk tolerance to discover, delineate, permit, construct and then safely operate a mine to supply battery minerals.”
“Processing has been the Achilles heel of the supply chain in the U.S. Luckily. Congress just provided new resources to address this issue in the bipartisan infrastructure bill. Everybody’s going to have to work together. The auto manufacturers, the miners, the people that do processing, and government at state and federal level.”
“Senator Manchin and others in Congress realize that governments are going to have to focus on improving the permitting process – not to cut corners in environmental protections but to make the process more certain, efficient, and reliable.”
“Not just for mines, processing or even EV battery factories – but also solar, wind, hydro and hydrogen projects. We can not afford a disorganized, uncoordinated, and inefficient regulatory process that causes unnecessary delays in progress. We need all these projects to come online to address the climate crisis while also ensuring we protect the environment through science-based permitting.”
Talon Metals on Senator Manchin’s proposal.
I’ve seen a lot of mixed feedback on Senator Manchin’s proposal. As noted in my earlier article, many automakers like Mazda and Rivian are lobbying hard to water it down. Not as much has been heard from the companies that source raw materials like nickel and lithium in the United States. So, I asked Todd to share his take–and that of Talon Metals.
“From the standpoint of a company that’s trying to build a responsible nickel mine in
Minnesota, we think that Senator Manchin has struck a good balance in this bill. First, it provides the most generous set of incentives for EV adoption ever enacted in law.
“It also encourages auto companies to work with domestic mines and mines in allied countries like Australia, Canada, and Chile and it provides some time for projects to ramp up. It also provides time for countries that don’t have FTAs to engage with the US and negotiate. Yes, it is a stretch goal but that seems appropriate given the climate crisis and our dependency on countries like China and Russia for battery supplies.”
“This is a carefully balanced bill that does push everyone to rise to the occasion. But that is appropriate because we want to create high-quality jobs in America as part of the energy transition and we don’t want to rely on Russia and China for the supply chain of battery minerals. It’s a matter of national security.”
How can automakers better work with their suppliers?
I asked this question because if automakers truly want to “get aggressive”; as Senator Manchin challenged them to do, then perhaps they need to take a page from Tesla and other leaders’practices.
“Having a Tesla off-take agreement in place has changed the perception of our project in the community. It’s very credentializing and our employees are proud of the partnership. People clearly understand that our proposed mine has a purpose: to supply nickel for the EV battery supply chain and contribute to the energy transition. This has helped shape how people perceive the project. It has a purpose and an important one.”
“Many of the large automakers are helping supply partners apply for some of the significant new funding opportunities being made available through the Bipartisan Infrastructure Bill. The Department of Energy is expected to give out over $1.8 billion in funding from that legislation this fall. This is another example of how the end-users can help the front end of the supply chain for battery materials.”
Todd commented that many auto companies are having a tough time adjusting to the new
reality of scarce commodities.
“They used to only focus on price and quality with a yearly focus on driving down the price. It’s a whole new game now, as they learned in the chip crisis. Some are still adjusting their mindset to scarcity and competition for supply.”
“It requires a change in mindset. No longer can the big auto company demand ever-lower price year over year. Smart end users have changed their mindset to partnership. That means understanding their partners’ issues, helping them to maximize productivity, access newtechnology, ramp up production, improve quality, and provide support during the permittingprocess or help obtain government funding.”
“This is the future, true partnership in the supply chain, from mine to cathode to recycling. That is how we meet Senator Manchin’s challenge and strengthen the supply chain for battery production.”
Todd didn’t come out and say it directly, but it came through in the way he talked about the Tesla. Yet again, Tesla is leading the industry in terms of securing supply from the right countries to feed its factories but also leading practices in working in partnership with key suppliers.
Knowing that I love cool rocks, Todd invited me up to Minnesota to check out what Talon is doing at Tamarack and show me some beautiful nickel samples. Todd also told me about Minnesota’s famous burger concoction, The Juicy Lucy.
Disclaimer: Johnna is long Tesla.
I’d love to hear from you! If you have any comments, concerns, or see a typo, you can email me at johnna@teslarati.com. You can also reach me on Twitter @JohnnaCrider1
I picked up my Tesla Model Y one year ago, on August 30, and for roughly a year, I have had this vehicle prove to me that any other carmaker’s product is ruined for me forever.
One year and over 16,000 miles later, the Tesla Model Y is easily the best car I’ve ever had. Of course, everyone always says that about the car they currently drive, but for the longest time, I truly believed some of the other cars I drove — my 1998 Volkswagen Jetta K2, or my 2008 Ford Escape Hybrid — would never be topped.
Most of this was due to nostalgia, but dependability also played a role.
My Tesla has taken over the number one spot. Everyone I talk to about my car always has a lot of questions, and they’re usually the same ones that someone else asked me: “Is it really so cheap to drive?” “How much does it cost to charge?” “Does it really drive itself?” “How long is the warranty on your battery?”
I never mind answering those questions because it is an opportunity to educate someone on EVs. There are a lot of things about EVs that I hear from people, and I can’t help but chuckle at times. However, I hope this review clears some of those things up, because I truly want everyone to know how great this vehicle really is.
My brand new ride! Thank you @tesla @elonmusk for building one badass car
Officially a battery boy pic.twitter.com/jzpMawmTZs
— Joey Klender (@KlenderJoey) August 30, 2025
How my Tesla has changed my life
I was in two car accidents in high school, and I was a passenger in both. I am very happy I went through those as a teenager, because if I didn’t, I think I’d probably be much less aware of the road, how other drivers are so unbelievably unaware of others, and how inconsiderate most drivers are.
I’ve always considered myself a good driver because I was always taught to be defensive. Because of those two accidents, I am a tad jumpy in passenger seats, even with people like my parents, who drove me around for 16 years before I got my Learner’s Permit. On a drive home from Florida to Pennsylvania with my Dad two years ago, he actually told me at one point to “stop being so jumpy.”
Truth is, I trust my Dad behind the wheel more than anyone. But the older I’ve gotten, the more I just prefer to drive myself.
That is, until I met my Tesla and Full Self-Driving. I still remember the first drive I took after taking delivery: I immediately typed in my Fiancèe’s (my wife in 30 days!!!) favorite lunch spot, picked up her favorite meal, and pulled into the hospital where she delivers babies. I can remember thinking after 15 minutes, “Okay, that’s enough for me; I’ll drive manually now.”
Over the next 2-3 weeks, that length of time slowly but steadily increased. Every passing week, I got a tad more comfortable with the car driving me. Now, I have had FSD log 75% of my 13,000 miles since v14. I barely drive my car manually, and that’s exactly how I like it.
My Tesla has changed the way I drive and how I choose to travel.
🚨 Guys this is why you all NEED to stay vigilant behind the wheel, even on Tesla Full Self-Driving
Human drivers are UNHINGED and have no idea what they’re doing anymore. This was a kid obviously younger than 20 years old with zero awareness.
First drive with v14.3.7 https://t.co/1vTbCMpCn8 pic.twitter.com/lz7KKEF6bj
— TESLARATI (@Teslarati) August 2, 2026
In the past, I was always one of those anxious drivers, overly concerned about the parking situation, never wanting to drive in cities, and avoiding anything that made me a little uncomfortable when on the road. FSD has changed that completely.
Took my Fiancè and her friends to the airport this morning and my Model Y chose to bring me through the Inner Harbor during the morning commute
At least I got to see some fun stuff on my way home
I handled the city driving manually, FSD took care of the rest pic.twitter.com/7wcswtTUB0
— Joey Klender (@KlenderJoey) September 18, 2025
It has made traveling fun, driving less stressful, and parking a non-issue. I truly love this car and what it has done for me and my driving anxiety.
Maintenance and Cost Savings
A buddy of mine who took delivery of a Model Y right after me, also his first EV, texted me yesterday and said, “When do I take this thing for service? I don’t even know what it needs.”
This year I have spent $67.41 on service for my car:
- Free Front Camera Housing Cleaning
- $65 for a Tire Rotation at home from Tesla (easily avoidable if I just would have gone to a tire place or did it myself, but it was less than 20 degrees outside and the Service Tech did it at 7 am while I was asleep)
- $2.41 on a jug of Windshield Washer Fluid at Sheetz with my reward points
No spark plugs, no oil changes, no anything. Combine it with what you save on charging at home, and my ownership experience overall has been relatively cheap. I pay no more than I did for my Bronco for the car payment (around $400 per month), and my insurance went up about $60, but within the first four months I was given a safe driving discount by my agent. This brought it to about a $40 increase.
Now let’s factor in what I’ve saved in gas for the year:
Writing my 1 year Model Y ownership review and here’s my charging states for the year. April is when I started charging at home. Crazy to think how much I would have saved on charging if I would have been doing that all along pic.twitter.com/cpuSNop63G
— TESLARATI (@Teslarati) September 10, 2026
According to my Charge Stats in the Tesla App, I’ve saved $836 over the course of the year by driving a Tesla over an ICE vehicle. If you look at the graph, you’ll notice my Supercharger utilization dropped significantly in April, which makes sense.
This is when I started charging at home. Those savings would likely be closer to $1,500 if I had been charging at home all along.
Real-World Range
I never reset any Trip on my Tesla when I bought it, so all of these efficiency stats are for the life of the vehicle thus far through 16,063 miles.
My Tesla has a lifetime average of 260.1 Wh/mi (watt-hours per mile), which equates to 3.84 mi/kWh (miles per kilowatt-hour). This is pretty average, and I know I could be more efficient, but I use climate control liberally (it’s always on, even if the windows are down), and I love to let FSD drive me around in Hurry Mode.
Even when I’m driving manually, it’s because I’m on a dry, windy road and I want to take advantage of the awesome suspension and damping that the Model offers. Driving that car on a back road with some twists is one of the most fun things to do.
To achieve really excellent range and efficiency ratings, you really have to be more conservative with some things, and those are sacrifices I’m personally not willing to make. I want the A/C or Heat on, and I occasionally will increase drag by driving with the windows down.
I prefer Hurry mode on FSD, and I’m willing to sacrifice a few miles of range for that certain style of driving.
Interior, Visibility, Accessories, and More
My Favorite Interior Ever
The Model Y interior, like every Tesla interior, is not for everyone. Personally, I was never a fan of the minimalistic approach prior to ownership. As ridiculous as it is, I liked a simple knob for adjusting the temperature and fan speed. Even so, to this day, it takes me longer to pull up the climate settings to adjust things in my Tesla than it ever did in cars with a million knobs and buttons.
I can’t tell you how many times my finger has missed the On/Off button on the climate screen in the Model Y because of dips, bumps, turns, and just normal movement during operation. Do I like the way things are controlled in my Tesla? Yes, of course. Plus, Grok is so integrated into the car now that I could truly never have to touch the screen again for anything other than starting Self-Driving.
🚨 Using Grok to control the cabin temperature and turn on headlights in 2026 Model Y on FSD v14.3.8 and 2026.26.6.5 pic.twitter.com/7clgQkGABk
— TESLARATI (@Teslarati) August 27, 2026
However, I still find that there are valid arguments for people who like knobs and buttons. As ugly as it might be to me now, I think it is a tad more intuitive because it’s much harder to miss and much easier to make a quick adjustment than with a touchscreen.
With that being said, the touchscreen is great. It is so responsive and is as good as using an iPhone. There is no delay like most automotive touchscreens, where it feels sort of clunky for 2026.
I love to watch TV and Movies or YouTube on it when I’m parked anywhere. My Fiancèe and I have made it a date night several times over the past year: we’ll pick a spot to eat, get it to go, and enjoy it in the car while watching something. It’s great in the Fall when the leaves are turning orange.
The interior is, overall, a great part of the car. It’s very easy to keep clean, and when it’s clean, it truly feels like you’re in a spacecraft. It is one of the coolest interiors out there, maybe not as luxurious as some high-end Mercedes-Benz or BMW models, but it has a clean and simple feel that is better than many cars in its weight class.
I will say I do miss the Textile seats of the Model Y Standard, but I do not miss them when I am hot. I would still take the Vegan Leather because of the ventilated seats.
Rear Window Visibility is Pointless
If you like a rear windshield, just be aware of the fact that the Model Y basically does not have one. It almost feels pointless to be there, and the Model Y L has something that is much more “standard” in terms of rear windshields in a crossover/SUV:
This is a drastic difference. https://t.co/wTdhitD5aA pic.twitter.com/z6hFs0Jkss
— TESLARATI (@Teslarati) July 30, 2026
It doesn’t mean much to me because the rear camera is great. However, I have found myself just annoyed with the fact that it’s even there to begin with.
Accessories I Bought
I went for 3D MaxPider car mats throughout, some center console storage, trunk storage, and matching window tint on the front windows. I also bought Tesla’s Pet Liner, which is great because it comes with door coverage and a bit of a barrier. My pup, Finn, climbs right over it and prefers the front seat, so I fold it in half, and it still covers the passenger seat very well:
🚨 Something’s different about my best friend Finn in this video compared to the last…🐾🐶
Watch our full ride home from Finn’s haircut on Tesla FSD v14.3.8 https://t.co/eyrj1QefAj pic.twitter.com/f04jVIBgMV
— TESLARATI (@Teslarati) September 8, 2026
They’re all pretty standard accessories, but the one thing I use the most is actually this phone mount from Amazon.
It’s great for making FSD content for TikTok or throwing my phone on it just to hold. I never use it to watch anything (I’m wildly against that concept), and I usually use the wireless charging mat that comes standard. It is really great and convenient, and the magnet is super strong.
Cabin Noise, Sound System Quality
The Model Y Premium comes with acoustic-lined glass, which really dampens a lot of the road noise. My car has one of the quieter cabins I’ve ever been in. I can still remember my 2008 Escape Hybrid and how loud it was in there; I thought my Tesla would be that way, but boy was I wrong.
It is such a peaceful ride that even sitting at stoplights behind loud, obnoxious Hondas with shopping cart handles as spoilers does not bother me. A buddy of mine in a 2021 Model Y said upon his first ride in my car that it was a “night and day” difference between the two.
As far as the sound system goes, two of the more outgoing people in my life who love loud music and concerts recently said to me that “the Tesla is quite a time” because of how immersive the listening experience is. The bass is excellent; the ambient lighting truly rounds out the experience.
Even my Dad, who is somewhat of a speaker snob (I can remember going to Tweeter as a boy with him to look at receivers, and he’s always had massive speakers in the house for cranking up some music) has commented on how good the sound quality is. I remember when I bought a Honda Civic a few years ago- his first ride in it- he said, “Damn, the speakers in here suck.”
He wasn’t wrong. They were awful. But in the Tesla, they’re damn good.
Should you buy a Model Y?
Look, I will recommend this car to anyone who asks. I tell my friends constantly that I love my Model Y so much, especially because it just gets better and better over time.
But I also understand the skepticism. I’ll admit one of the most disappointing things about this car is how much range I lose in the winter. In a 40-mile round-trip drive to get wings with some friends in January, I lost 120 miles of range. This is something that would not deter me from buying this car, but at the time, I also didn’t have home charging. Ownership, at that point, was a bit of a pain in the butt.
The thing is, to me, it’s still better than driving a gas car. I just have more fun in a Tesla.
A friend of mine recently bought a new car, and she said she went with a Chevy Equinox because it was a larger vehicle and she has a child. I told her, “I don’t think I’ll ever buy anything other than a Tesla. Once you go Tesla, you never go back.”
“I cannot afford a Tesla,” she said. We all know the ridiculous narrative around Tesla pricing by now, and after she found out how much I pay for my car and the fact that it has the IIHS Top Safety Pick+ rating, she admitted she probably would have done the same if she had known. I wish she would have asked.
The only car I would take over mine is the Cybertruck. And right now, I just can’t afford a Cybertruck, so I’ll stick with the Model Y. I am so satisfied with my pick, and I would buy this car time and time again.
Elon Musk
Elon Musk rips ABC News over fatal NYC Tesla crash report
Musk pushed back on NYC Tesla crash coverage, pointing to a pattern of premature blame.
Elon Musk pushed back overnight against media framing of a fatal Tesla crash in Midtown Manhattan, telling a user on X that “it wasn’t the car” and that the vehicle’s Autopilot system had nothing to do with the wreck.
The crash happened just before 3 a.m. Wednesday, when a 2024 Tesla Model Y struck a sidewalk shed outside 315 Madison Ave., a bus stop pole and a mailbox on East 42nd Street, according to the NYPD. The car kept moving several more blocks before stopping near Second Avenue. Both women inside, each 27, were taken to Bellevue Hospital, where the passenger was pronounced dead. The driver was charged with vehicular manslaughter, driving while ability impaired and leaving the scene of an accident.
Police have not attributed the crash to Autopilot or Full Self-Driving in any public statement. The charges point to impairment, not software. Musk’s response followed a since-deleted ABC News post that he said mischaracterized the incident. Replying to a user on X, Musk wrote that if Autopilot had been engaged, “they would not have crashed,” and added that “the legacy media will never forgive Tesla for failing to advertise with them,”
The legacy media will never forgive Tesla for failing to advertise with them
— Elon Musk (@elonmusk) September 9, 2026
It’s a familiar cycle for Tesla. In June, headlines from several national outlets described a fatal crash in Katy, Texas, as happening while the car was “on autopilot,” based on the driver’s own account to police after his Model 3 struck a home and killed a 76-year-old woman. Tesla’s data told a different story when Ashok Elluswamy, Tesla’s head of AI, said the driver had pressed the accelerator to 100% and reached 73 mph in a residential zone. Harris County prosecutors later confirmed the human override and the driver was charged with manslaughter.
Florida Gov. Ron DeSantis pointed to that same Katy crash last month to argue that outlets routinely name Tesla in crash headlines while leaving other automakers unnamed, even after a driver’s own actions are shown to be the cause. A similar pattern played out in 2024, when Musk had to clarify that FSD was never even downloaded onto the Model 3 involved in a fatal Colorado DUI crash, despite a passenger’s claim that an “auto drive feature” was in use.
Tesla has not issued a separate statement on the Manhattan crash beyond Musk’s posts on X. The NYPD’s investigation is ongoing, and no cause for the driver losing control has been released.
Tesla’s two recently-defunct flagship models, the Model S and Model X, are getting a big upgrade, according to the company’s Head of AI, Ashok Elluswamy.
Older Hardware 3 Model S and Model X vehicles have been the last major holdouts in Tesla’s Full Self-Driving v14 Lite rollout, and that wait now appears to be ending.
Tesla brings closure to flagship ‘sentimental’ models, Musk confirms
At Tesla’s Cybercab launch, AI chief Ashok Elluswamy told Ryan McCaffrey that he thought the S and X build “was supposed to go out last week.” Evidently, Elluswamy expects the suite to be rolled out to those HW3 Model S and Model X very soon:
For my @Tesla friends – and specifically Model S & X owners with HW3 who are waiting on FSD v14 Lite – I spoke to @aelluswamy at the Cybercab launch, & when I asked for an ETA on v14 Lite for S/X owners, he said, “Oh, I thought it was supposed to go out last week.”
So: soon! 🙌
— Ryan McCaffrey (@DMC_Ryan) September 7, 2026
Those cars are not the current Model S and Model X, which already ship with Hardware 4. They are the pre-refresh flagships built around Tesla’s older Autopilot computer, often called HW3 or AI3.
Tesla stopped putting that computer in new vehicles years ago, which is why owners treat these S and X cars as a closed generation. Model 3 and Model Y vehicles on the same computer began receiving v14 Lite in late June 2026 and saw a wider North American expansion in July. South Korea followed as an early international market. The S and X versions of the same software never joined that wave.
v14 Lite is Tesla’s way of squeezing the current v14 driving stack onto hardware that cannot run the full AI 4 model. The company describes the process as distillation: behaviors learned on the newer computer, including reinforcement learning and offline models, are compressed so the older chip and cameras can use them as a guide.
Early descriptions put the distilled network at roughly 15 percent of the original size. The result is still supervised Level 2 driving. Tesla has been clear that HW3 cannot support unsupervised Full Self-Driving or robotaxi operation because of memory and bandwidth limits.
The feature list is what made the wait so frustrating for S and X owners, as plenty of new features are to be shipped with it.
Official notes for the first Lite build, firmware 2026.20.5.1, added parking, unparking, and reversing; arrival options for a parking lot, street, driveway, or curbside; speed profiles that stay available at all times; and start-from-park engagement. Tesla also claimed better handling of merges, forks, pedestrians, traffic lights, and cut-ins, plus fewer false slowdowns and smoother lane centering.
A mid-July follow-on build, 2026.20.6.10, added more of the Hardware 4 interface, including a standalone Self-Driving app and the ability to start a trip from Park without a brake-pedal confirmation.
Elluswamy called that version the one “likely going to wide release.”
That wide release already reached most other HW3 cars in the United States and Canada. International timing still depends on regional validation and regulatory approval. For S and X owners, the remaining work appears to be model-specific validation rather than a new software stack.
There is no official Tesla changelog or build number for those two models yet, only Elluswamy’s offhand timeline. Some HW3 drivers who already have Lite report large gains over v12.6; others have described new indecision or phantom braking. The next test will be whether the same software lands cleanly on the older flagships that have waited the longest.
Tesla ruined other cars for me: one year Model Y ownership review
Elon Musk rips ABC News over fatal NYC Tesla crash report
