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.
Elon Musk
Tesla announces crazy new Full Self-Driving milestone
The number of miles traveled has contextual significance for two reasons: one being the milestone itself, and another being Tesla’s continuing progress toward 10 billion miles of training data to achieve what CEO Elon Musk says will be the threshold needed to achieve unsupervised self-driving.
Tesla has announced a crazy new Full Self-Driving milestone, as it has officially confirmed drivers have surpassed over 8 billion miles traveled using the Full Self-Driving (Supervised) suite for semi-autonomous travel.
The FSD (Supervised) suite is one of the most robust on the market, and is among the safest from a data perspective available to the public.
On Wednesday, Tesla confirmed in a post on X that it has officially surpassed the 8 billion-mile mark, just a few months after reaching 7 billion cumulative miles, which was announced on December 27, 2025.
Tesla owners have now driven >8 billion miles on FSD Supervisedhttps://t.co/0d66ihRQTa pic.twitter.com/TXz9DqOQ8q
— Tesla (@Tesla) February 18, 2026
The number of miles traveled has contextual significance for two reasons: one being the milestone itself, and another being Tesla’s continuing progress toward 10 billion miles of training data to achieve what CEO Elon Musk says will be the threshold needed to achieve unsupervised self-driving.
The milestone itself is significant, especially considering Tesla has continued to gain valuable data from every mile traveled. However, the pace at which it is gathering these miles is getting faster.
Secondly, in January, Musk said the company would need “roughly 10 billion miles of training data” to achieve safe and unsupervised self-driving. “Reality has a super long tail of complexity,” Musk said.
Training data primarily means the fleet’s accumulated real-world miles that Tesla uses to train and improve its end-to-end AI models. This data captures the “long tail” — extremely rare, complex, or unpredictable situations that simulations alone cannot fully replicate at scale.
This is not the same as the total miles driven on Full Self-Driving, which is the 8 billion miles milestone that is being celebrated here.
The FSD-supervised miles contribute heavily to the training data, but the 10 billion figure is an estimate of the cumulative real-world exposure needed overall to push the system to human-level reliability.
News
Tesla Cybercab production begins: The end of car ownership as we know it?
While this could unlock unprecedented mobility abundance — cheaper rides, reduced congestion, freed-up urban space, and massive environmental gains — it risks massive job displacement in ride-hailing, taxi services, and related sectors, forcing society to confront whether the benefits of AI-driven autonomy will outweigh the human costs.
The first Tesla Cybercab rolled off of production lines at Gigafactory Texas yesterday, and it is more than just a simple manufacturing milestone for the company — it’s the opening salvo in a profound economic transformation.
Priced at under $30,000 with volume production slated for April, the steering-wheel-free, pedal-less Robotaxi-geared vehicle promises to make personal car ownership optional for many, slashing transportation costs to as little as $0.20 per mile through shared fleets and high utilization.

Credit: wudapig/Reddit< /a>
While this could unlock unprecedented mobility abundance — cheaper rides, reduced congestion, freed-up urban space, and massive environmental gains — it risks massive job displacement in ride-hailing, taxi services, and related sectors, forcing society to confront whether the benefits of AI-driven autonomy will outweigh the human costs.
Let’s examine the positives and negatives of what the Cybercab could mean for passenger transportation and vehicle ownership as we know it.
The Promise – A Radical Shift in Transportation Economics
Tesla has geared every portion of the Cybercab to be cheaper and more efficient. Even its design — a compact, two-seater, optimized for fleets and ride-sharing, the development of inductive charging, around 300 miles of range on a small battery, half the parts of the Model 3, and revolutionary “unboxed” manufacturing — is all geared toward rapid production.
Operating at a fraction of what today’s rideshare prices are, the Cybercab enables on-demand autonomy for a variety of people in a variety of situations.
Tesla ups Robotaxi fare price to another comical figure with service area expansion
It could also be the way people escape expensive and risky car ownership. Buying a vehicle requires expensive monthly commitments, including insurance and a payment if financed. It also immediately depreciates.
However, Cybercab could unlock potential profitability for owning a car by adding it to the Robotaxi network, enabling passive income. Cities could have parking lots repurposed into parks or housing, and emissions would drop as shared electric vehicles would outnumber gas cars (in time).
The first step of Tesla’s massive production efforts for the Cybercab could lead to millions of units annually, turning transportation into a utility like electricity — always available, cheap, and safe.
The Dark Side – Job Losses and Industry Upheaval
With Robotaxi and Cybercab, they present the same negatives as broadening AI — there’s a direct threat to the economy.
Uber, Lyft, and traditional taxis will rely on human drivers. Robotaxi will eliminate that labor cost, potentially displacing millions of jobs globally. In the U.S. alone, ride-hailing accounts for billions of miles of travel each year.
There are also potential ripple effects, as suppliers, mechanics, insurance adjusters, and even public transit could see reduced demand as shared autonomy grows. Past automation waves show job creation lags behind destruction, especially for lower-skilled workers.
Gig workers, like those who are seeking flexible income, face the brunt of this. Displaced drivers may struggle to retrain amid broader AI job shifts, as 2025 estimates bring between 50,000 and 300,000 layoffs tied to artificial intelligence.
It could also bring major changes to the overall competitive landscape. While Waymo and Uber have partnered, Tesla’s scale and lower costs could trigger a price war, squeezing incumbents and accelerating consolidation.
Balancing Act – Who Wins and Who Loses
There are two sides to this story, as there are with every other one.
The winners are consumers, Tesla investors, cities, and the environment. Consumers will see lower costs and safer mobility, while potentially alleviating themselves of awkward small talk in ride-sharing applications, a bigger complaint than one might think.
Elon Musk confirms Tesla Cybercab pricing and consumer release date
Tesla investors will be obvious winners, as the launch of self-driving rideshare programs on the company’s behalf will likely swell the company’s valuation and increase its share price.
Cities will have less traffic and parking needs, giving more room for housing or retail needs. Meanwhile, the environment will benefit from fewer tailpipes and more efficient fleets.
A Call for Thoughtful Transition
The Cybercab’s production debut forces us to weigh innovation against equity.
If Tesla delivers on its timeline and autonomy proves reliable, it could herald an era of abundant, affordable mobility that redefines urban life. But without proactive policies — retraining, safety nets, phased deployment — this revolution risks widening inequality and leaving millions behind.
Elon on the MKBHD bet, stating “Yes” to the question of whether Tesla would sell a Cybercab for $30k or less to a customer before 2027 https://t.co/sfTwSDXLUN
— TESLARATI (@Teslarati) February 17, 2026
The real question isn’t whether the Cybercab will disrupt — it’s already starting — it’s whether society is prepared for the economic earthquake it unleashes.
News
Tesla Model 3 wins Edmunds’ Best EV of 2026 award
The publication rated the Model 3 at an 8.1 out of 10, and with its most recent upgrades and changes, Edmunds says, “This is the best Model 3 yet.”
The Tesla Model 3 has won Edmunds‘ Top Rated Electric Car of 2026 award, beating out several other highly-rated and exceptional EV offerings from various manufacturers.
This is the second consecutive year the Model 3 beat out other cars like the Model Y, Audi A6 Sportback E-tron, and the BMW i5.
The car, which is Tesla’s second-best-selling vehicle behind the popular Model Y crossover, has been in the company’s lineup for nearly a decade. It offers essentially everything consumers could want from an EV, including range, a quality interior, performance, and Tesla’s Full Self-Driving suite, which is one of the best in the world.
The Tesla Model 3 has won Edmunds Top EV of 2026:
“The Tesla Model 3 might be the best value electric car you can buy, combining an Edmunds Rating of 8.1 out of 10, a starting price of $43,880, and an Edmunds-tested range of 338 miles. This is the best Model 3 yet. It is… pic.twitter.com/ARFh24nnDX
— TESLARATI (@Teslarati) February 18, 2026
The publication rated the Model 3 at an 8.1 out of 10, and with its most recent upgrades and changes, Edmunds says, “This is the best Model 3 yet.”
In its Top Rated EVs piece on its website, it said about the Model 3:
“The Tesla Model 3 might be the best value electric car you can buy, combining an Edmunds Rating of 8.1 out of 10, a starting price of $43,880, and an Edmunds-tested range of 338 miles. This is the best Model 3 yet. It is impressively well-rounded thanks to improved build quality, ride comfort, and a compelling combination of efficiency, performance, and value.”
Additionally, Jonathan Elfalan, Edmunds’ Director of Vehicle Testing, said:
“The Model 3 offers just about the perfect combination of everything — speed, range, comfort, space, tech, accessibility, and convenience. It’s a no-brainer if you want a sensible EV.”
The Model 3 is the perfect balance of performance and practicality. With the numerous advantages that an EV offers, the Model 3 also comes in at an affordable $36,990 for its Rear-Wheel Drive trim level.