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
How SpaceX Is raising Raptor’s sea-level thrust while holding engine mass steady
SpaceX’s Raptor engine family has steadily increased sea-level thrust while simultaneously reducing mass, turning iterative engineering gains into substantially higher performance for the Super Heavy booster. CEO Elon Musk shed more light on how powerful Raptor 4 will be, and it’s pretty crazy.
Raptor 1 delivered 185 metric tons of thrust at roughly 2,080 kilograms, while Raptor 2 raised that to 230 tons while cutting mass to about 1,630 kilograms. SpaceX data for Raptor 3 lists a target of 280 tons at 1,525 kilograms (with further reductions in associated vehicle hardware), while operational flight ratings have been cited near 250 tons.
This morning, Elon Musk stated that Raptor 4 is expected to reach 300 tons of sea-level thrust at roughly the same mass as Raptor 3. Across these versions, thrust has risen by more than 60 percent from the first engines while engine mass has fallen, producing a sharp improvement in thrust-to-weight ratio. This is a true testament to how great SpaceX engineering has been:
🚀 Elon says Raptor 4 will make 300 tons of thrust at sea level at roughly the same mass as Raptor 3.
How far Raptor has come:
Raptor 1: 185 tf, 2,080 kg
Raptor 2: 230 tf, 1,630 kg
Raptor 3: 250 tf, 1,525 kg
Raptor 4: 300 tf33 on Super Heavy = ~9,900 tf, nearly 3x Saturn V https://t.co/HQDswZhyvL
— TESLARATI (@Teslarati) October 26, 2026
With 33 engines on SuperHeavy, the jump from earlier versions to a 300-ton Raptor 4 would produce roughly 9,900 metric tons of total liftoff thrust, nearly three times the Saturn V’s approximately 3,400 metric tons from its five F-1 engines.
This is not just a larger number on a data sheet, either, as sea-level thrust is the force available the moment the vehicle leaves the pad. This is when it is heaviest and still deep in Earth’s gravity well and dense atmosphere.
Higher levels of sea-level thrust directly improves the initial thrust-to-weight ratio of the full stack. A higher ratio produces faster acceleration off the pad, which shortens the time the rocket has to spend fighting gravity, and gravity losses during the first minute or two of the flight are a major drain on total available delta-v. Every second shaved off of that early climb preserves more propellant energy for reaching orbital velocity or for carrying extra payload.
Because Super Heavy’s engine count is constrained by vehicle diameter and packing density, increasing thrust per engine is the most straightforward way to raise total liftoff performance without redesigning the booster structure or design.
The same-mass target for Raptor 4 is equally important. Holding engine mass roughly constant while raising thrust improves the engine’s own thrust-to-weight ratio and reduces the structural and propellant mass fraction that must be carried solely to support the engines.
Earlier Raptor iterations also simplified or eliminated extensive vehicle-side hardware such as heat shields. These gains compound: more force for less installed mass leaves additional capacity for propellant, payload, or operational margins such as engine-out capability.
For Starship’s architecture, the practical effects are large. Greater liftoff thrust supports heavier vehicles, larger propellant loads, and higher payloads to low Earth orbit, figures SpaceX has targeted in the 100-plus-ton reusable range. That capacity underpins orbital refueling, lunar missions, and eventual Mars cargo and crew flights.
Continued growth in sea-level thrust therefore tightens the gap between theoretical rocket performance and the high flight rates and reusability needed to make large-scale space transport practical.
News
Tesla Assisted Driving expands to tenth EU country
Tesla has expanded its Tesla Assisted Driving (TAD) suite to its tenth European country, as Latvia joined a growing list of European Union member states authorizing the company’s advanced driver assistance technology.
Tesla Europe announced this morning that the system is now approved in Latvia, with a software rollout to begin soon.
The approval and rollout follow recognition of a provisional European type approval originally granted by the Netherlands’ RDW authority on April 10.
🚨 Latvia has just received approval for Tesla Full Self-Driving (Supervised)
This is the 10th country in the EU to gain approval:
1. Netherlands — 10 April 2026 (original RDW approval)
2. Lithuania — 20 May 2026
3. Estonia — 29 May 2026
4. Denmark — 9 June 2026
5. Belgium — 10 June 2026
6. Slovenia — 7 September 2026
7. Czechia — 21 September 2026
8. Croatia — 29 September 2026
9. Slovakia — 16 October 2026— TESLARATI (@Teslarati) October 26, 2026
Latvia’s Road Traffic Safety Directorate (CSDD) evaluated the Dutch documentation, coordinated with the other national authorities, and reviewed updates from Tesla. These included tightened limits on speed offsets, automatic resets of any manual speed adjustments after each trip, and stronger driver monitoring.
In Europe, the feature is marketed as Tesla Assisted Driving after a recent rule change that labeled the name “Full Self-Driving” as misleading.
The system remains an SAE Level 2 driver assistance tool, not unsupervised autonomy. It can control speed, steering, braking, lane changes, and intersections while following a navigation route. Drivers need not keep their hands on the wheel at all times, yet they must continuously monitor the road and be prepared to intervene immediately.
The sequence of EU recognitions began with the Netherlands in April and continued through Lithuania, Estonia, Denmark, Belgium, Slovenia, Czechia, Croatia, and Slovakia. Most have relied on mutual recognition of the single Dutch provisional approval rather than independent national testing.
These national clearances do not yet constitute bloc-wide authorization. An EU-wide decision requires a qualified majority in the Technical Committee on Motor Vehicles: at least 15 of 27 member states representing 65 percent of the EU population. Larger markets, like Germany, France, and Italy, remain under review, and a vote is expected this December.
However, for Latvian Tesla owners with compatible vehicles and software, the imminent rollout expands access to the supervised system while underscoring that attentive human oversight remains essential.
News
Tesla expands Robotaxi geofence in Houston with an ode to SpaceX merger
Tesla expanded its Robotaxi geofence in Houston, Texas, today, enlarging the service area and drawing a new rocket-shaped boundary across the city’s northwestern and central parts.
Although CEO Elon Musk said it was just a coincidence, the expansion seems to be an ode to SpaceX and its potential merger with Tesla.
🚨 Tesla has just expanded its Robotaxi geofence in Houston
It looks a lot like a rocket — we all remember the shape in Austin 🤣 https://t.co/cFOPEuiJ4u
— TESLARATI (@Teslarati) October 26, 2026
The official Tesla Robotaxi account announced the change with the lines “Houston, we have liftoff” and “Bigger service area now live,” pairing them with a map overlay.
The prior white geofence, roughly 25 square miles covering Jersey Village, Harvest Bend, and the Willowbrook corridor along U.S. 290 and State Highway 249, now sits inside a larger blue zone that stretches southeast toward Bellair and closer to central Houston.
Houston’s Robotaxi service launched on April 18, 2026, the same day as Dallas, as Tesla’s first unsupervised public expansion beyond Austin. From the start, the vehicles were Model Ys running without anyone in the front seats, booked through the dedicated Tesla Robotaxi app and open to the public inside the geofence.
Trackers measured the initial zone at about 25 square miles; by late September it had not grown substantially. Community and registry data indicated a modest local fleet of unsupervised Model Ys, while dozens to nearly 200 Cybercabs, the purpose-built, steering-wheel-free two-seaters, have been spotted staging and testing in Houston lots, though public Cybercab rides remain limited to Austin for now.
Across the broader Robotaxi program, Tesla began public Robotaxi rides in Austin in June 2025, as a small geofence and vehicles with safety monitors became available for a ride-hailing service. Later on, Tesla removed the monitors and steadily expanded the service area until it covered most of the Austin metro area.
Unsupervised Robotaxi services now run in six cities: Austin, Dallas, Houston, Miami, Orlando, and Tampa. Cumulative driverless miles reported by the company have reached several million. The Cybercab entered public service in Austin in early September 2026 and has scaled rapidly there. The company has also said that Dallas is next for Cybercab rides in November, with further cities and 24/7 hours targeted by year-end, plus fleet-operator sales of the vehicle.
Waymo also operates a fully driverless service in Houston, which has been open to the public since August of this year.
The Houston expansion continues Tesla’s pattern of starting with tightly controlled validation zones before widening coverage as real-world data accumulates, while the rocket motif on the map underscores the company’s habit of injecting visual flair into its autonomy rollout.
Riders inside the new boundary can request unsupervised Model Y trips in the Robotaxi app; exact operating hours and further Cybercab availability remain subject to app updates and company statements.