Tesla has highlighted multiple recent Full Self-Driving (FSD) experiences from customers with the v12 software, as shared in a mega-thread on X this week.
On Tuesday, the main Tesla X account shared an article featuring multiple FSD videos from customers across the platform, showing a number of edge cases and how the vehicles handled them. The drivers in the videos are using either FSD Supervised v12.3.4 or v12.3.6, and Tesla notes the specific situations tackled by the semi-automated driving system in each video.
The so-called article, which is essentially just the series of seven videos, details different edge-case traffic situations, showing off some of the positive encounters customers have recently had with the neural net-based system. We’ve embedded each video below, or you can check out the article directly on X here.
Navigating a construction zone & taking into account signs from workers indicating when to proceed
FSD 12.3.6 vs road works.
This was quite impressive!
Going up this hill, there were road works causing my lane to be closed. Workers were there with signs indicating when we could move.
Without hesitation, FSD put the indicator on and went around onto the other side, cleared the… pic.twitter.com/uazXrd8diN— Darryn Appleton (@DrTeslaFSD) May 16, 2024
Making a turn in a busy area with a large number of pedestrians crossing the street
How many pedestrians can FSD track simultaneously?
All of them.LA is nothing like Manhattan but we have this little area of town that gets super busy with tourists and a great test for FSD at low speed negotiation around pedestrians and traffic. The key for success is to always… pic.twitter.com/ASWWA0T3Ru
— Edge Case (@edgecase411) May 6, 2024
Driving like a human would—with good spatial awareness & reaction time
Thank you @Tesla and @elonmusk for #FSD v12.3.4 — avoiding hazards, oncoming traffic, merging in/out of lanes. Insanely good. Human. pic.twitter.com/PS8gnkxeSp
— CyberMan (@thalerz) April 15, 2024
Road etiquette matters
Navigating through heavy traffic in my Tesla Model X with FSD (Supervised) v12.3.4 today, my car showed impeccable manners, stopping to let a fellow driver pass. A true example of how technology can enhance road etiquette! pic.twitter.com/0iQFbg5iQc
— TeslaFamOnBoard – Jose Negron⚡️??? (@TeslaFamOnBoard) April 15, 2024
Braking for another vehicle despite having right of way
FSD deals with driver failing to yield due to light malfunction?@Tesla @cityoflubbock @LubbockPolice
Guys can we get Lubbock Traffic control on X! Would make reporting much easier!
9 Major Accidents Avoided! Save lives & drive a Tesla! pic.twitter.com/74EKlMg2Ze— Allen Iron (@myprojectpluto) May 23, 2024
Adjusting to real-life situations that require temporary overriding of traffic rules
Nothing to see here.
Just a robot car making a left at a light and calmly driving over a double yellow line avoiding a garbage truck.
No other car you can buy is capable of anything close to this.
FSD 12.3.4 pic.twitter.com/AKWHQmQ3Qu— Pete Balls to the wall FSD ?? (@kylaschwaberow) April 13, 2024
Giving adequate space to pedestrians
FSD V12 prioritizes pedestrian safety more than most human drivers pic.twitter.com/MH45CAo544
— AI DRIVR (@AIDRIVR) May 19, 2024
While it’s not entirely clear where Tesla’s social media and advertising divisions stand following multiple rounds of layoffs in the past several weeks, the company has taken no break from sharing select ads across socials.
Throughout late last year and early this year, Tesla’s focus on using social media platforms, especially X, as a means of advertising was becoming more apparent than ever. Meanwhile, many shareholders had been calling for the company to increase its advertising presence in general, especially for the sake of helping to educate the public on misconceptions about electric vehicles (EVs).
Many of the company’s executives had also been interacting directly with fans and shareholders on the social media platform in recent months, though at least a few of said executives have since departed. Tesla has also been highly focused on FSD ahead of the unveiling of a future robotaxi platform in August, recently offering free one-month trials of the software for the first time ever, and rolling out mandatory demos of the system with purchase of a vehicle.
The company is also seemingly preparing to launch FSD in China and potentially other markets in the coming months, being granted tentative approval in April. Recent wording spotted in a Tesla customer vehicle in China also suggests that FSD could be coming to the country sooner rather than later.
What are your thoughts? Let me know at zach@teslarati.com, find me on X at @zacharyvisconti, or send us tips at tips@teslarati.com.
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Rivian unveils self-driving chip and autonomy plans to compete with Tesla
Rivian, a mainstay in the world of electric vehicle startups, said it plans to roll out an Autonomy+ subscription and one-time purchase program, priced at $49.99 per month and $2,500 up front, respectively, for access to its self-driving suite.
Rivian unveiled its self-driving chip and autonomy plans to compete with Tesla and others at its AI and Autonomy Day on Thursday in Palo Alto, California.
Rivian, a mainstay in the world of electric vehicle startups, said it plans to roll out an Autonomy+ subscription and one-time purchase program, priced at $49.99 per month and $2,500 up front, respectively, for access to its self-driving suite.
CEO RJ Scaringe said it will learn and become more confident and robust as more miles are driven and it gathers more data. This is what Tesla uses through a neural network, as it uses deep learning to improve with every mile traveled.
He said:
“I couldn’t be more excited for the work our teams are driving in autonomy and AI. Our updated hardware platform, which includes our in-house 1600 sparse TOPS inference chip, will enable us to achieve dramatic progress in self-driving to ultimately deliver on our goal of delivering L4. This represents an inflection point for the ownership experience – ultimately being able to give customers their time back when in the car.”
At first, Rivian plans to offer the service to personally-owned vehicles, and not operate as a ride-hailing service. However, ride-sharing is in the plans for the future, he said:
“While our initial focus will be on personally owned vehicles, which today represent a vast majority of the miles to the United States, this also enables us to pursue opportunities in the rideshare space.”
The Hardware
Rivian is not using a vision-only approach as Tesla does, and instead will rely on 11 cameras, five radar sensors, and a single LiDAR that will face forward.
It is also developing a chip in-house, which will be manufactured by TSMC, a supplier of Tesla’s as well. The chip will be known as RAP1 and will be about 50 times as powerful as the chip that is currently in Rivian vehicles. It will also do more than 800 trillion calculations every second.
Meet the Rivian Autonomy Processor.
Fast, smart, scalable and purpose-built for autonomous driving and the world of physical AI. Hitting the open road in 2026. pic.twitter.com/0wYXi5WKy7
— Rivian (@Rivian) December 11, 2025
RAP1 powers the Autonomy Compute Module 3, known as ACM3, which is Rivian’s third-generation autonomy computer.
ACM3 specs include:
- 1600 sparse INT8 TOPS (Trillion Operations Per Second).
- The processing power of 5 billion pixels per second.
- RAP1 features RivLink, a low-latency interconnect technology allowing chips to be connected to multiply processing power, making it inherently extensible.
- RAP1 is enabled by an in-house developed AI compiler and platform software
As far as LiDAR, Rivian plans to use it in forthcoming R2 cars to enable SAE Level 4 automated driving, which would allow people to sit in the back and, according to the agency’s ratings, “will not require you to take over driving.”
More Details
Rivian said it will also roll out advancements to the second-generation R1 vehicles in the near term with the addition of UHF, or Universal Hands-Free, which will be available on over 3.5 million miles of roadway in the U.S. and Canada.
More than any other feature, our owners have asked for more hands-free miles.
With Universal Hands-Free, you can now enjoy hands-free assisted driving on any road with clearly defined lanes. That’s roughly 3.5 million miles in the U.S. and Canada.
Look for it in our next… pic.twitter.com/ZFhwVzvt6b
— Rivian (@Rivian) December 11, 2025
Rivian will now join the competitive ranks with Tesla, Waymo, Zoox, and others, who are all in the race for autonomy.
News
Tesla partners with Lemonade for new insurance program
Tesla recently was offered “almost free” coverage for Full Self-Driving by Lemonade’s Shai Wininger, President and Co-founder, who said it would be “happy to explore insuring Tesla FSD miles for (almost) free.”
Tesla owners in California, Oregon, and Arizona can now use Lemonade Insurance, the firm that recently said it could cover Full Self-Driving miles for “almost free.”
Lemonade, which offered the new service through its app, has three distinct advantages, it says:
- Direct Connection for no telematics device needed
- Better customer service
- Smarter pricing
The company is known for offering unique, fee-based insurance rates through AI, and instead of keeping unclaimed premiums, it offers coverage through a flat free upfront. The leftover funds are donated to charities by its policyholders.
On Thursday, it announced that cars in three states would be able to be connected directly to the car through its smartphone app, enabling easier access to insurance factors through telematics:
Lemonade customers who own @Tesla vehicles in California, Oregon, and Arizona can now connect their cars directly to the Lemonade app! ⚡🚘
Direct connection = no telematics device needed 📵
Better customer experience 💃
Smarter pricing with Lemonade 🧠This is a game-changer… pic.twitter.com/jbabxZWT4t
— Lemonade (@Lemonade_Inc) December 11, 2025
Tesla recently was offered “almost free” coverage for Full Self-Driving by Lemonade’s Shai Wininger, President and Co-founder, who said it would be “happy to explore insuring Tesla FSD miles for (almost) free.”
The strategy would be one of the most unique, as it would provide Tesla drivers with stable, accurate, and consistent insurance rates, while also incentivizing owners to utilize Full Self-Driving for their travel miles.
Tesla Full Self-Driving gets an offer to be insured for ‘almost free’
This would make FSD more cost-effective for owners and contribute to the company’s data collection efforts.
Data also backs Tesla Full Self-Driving’s advantages as a safety net for drivers. Recent figures indicate it was nine times less likely to be in an accident compared to the national average, registering an accident every 6.36 million miles. The NHTSA says a crash occurs approximately every 702,000 miles.
Tesla also offers its own in-house insurance program, which is currently offered in twelve states so far. The company is attempting to enter more areas of the U.S., with recent filings indicating the company wants to enter Florida and offer insurance to drivers in that state.
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Tesla Model Y gets hefty discounts and more in final sales push
Tesla Model Y configurations are getting hefty discounts and more benefits as the company is in the phase of its final sales push for the year.
Tesla is offering up to $1,500 off new Model Y Standard trims that are available in inventory in the United States. Additionally, Tesla is giving up to $2,000 off the Premium trims of the Model Y. There is also one free upgrade included, such as a paint color or interior color, at no additional charge.
NEWS: Tesla is now offering discounts of up to $1,500 off new Model Y Standard vehicles in U.S. inventory. Discounts of up to $2,000 are also being offered on Model Y Premiums.
These discounts are in addition to the one free upgrade you get (such as Diamond Black paint) on… pic.twitter.com/L0RMtjmtK0
— Sawyer Merritt (@SawyerMerritt) December 10, 2025
Tesla is hoping to bolster a relatively strong performance through the first three quarters of the year, with over 1.2 million cars delivered through the first three quarters.
This is about four percent under what the company reported through the same time period last year, as it was about 75,000 vehicles ahead in 2024.
However, Q3 was the company’s best quarterly performance of all time, and it surged because of the loss of the $7,500 EV tax credit, which was eliminated in September. The imminent removal of the credit led to many buyers flocking to Tesla showrooms to take advantage of the discount, which led to a strong quarter for the company.
2024 was the first year in the 2020s when Tesla did not experience a year-over-year delivery growth, as it saw a 1 percent slide from 2023. The previous years saw huge growth, with the biggest coming from 2020 to 2021, when Tesla had an 87 percent delivery growth.
This year, it is expected to be a second consecutive slide, with a drop of potentially 8 percent, if it manages to deliver 1.65 million cars, which is where Grok projects the automaker to end up.
Tesla will likely return to its annual growth rate in the coming years, but the focus is becoming less about delivery figures and more about autonomy, a major contributor to the company’s valuation. As AI continues to become more refined, Tesla will apply these principles to its Full Self-Driving efforts, as well as the Optimus humanoid robot project.
Will Tesla thrive without the EV tax credit? Five reasons why they might
These discounts should help incentivize some buyers to pull the trigger on a vehicle before the year ends. It will also be interesting to see if the adjusted EV tax credit rules, which allowed deliveries to occur after the September 30 cutoff date, along with these discounts, will have a positive impact.