Tesla has started the rollout of Full Self-Driving (Supervised) V12.3.6, the latest iteration of its advanced driver-assist system. The update just comes over a week since the release of FSD (Supervised) V12.3.5.
Tesla’s FSD program has made a lot of headway as of late, especially with CEO Elon Musk mandating a test ride on FSD (Supervised) V12.3 for new owners and the rollout of a free trial program for the advanced driver-assist system, among others. As per Tesla’s Q1 2024 Update Letter, the FSD program has already driven a cumulative distance of over 1.3 billion miles.
NEWS: Tesla FSD (Supervised) v12.3.6 has started rolling out to employees. Normal customers should get it within a few days.
12.3.5 came out only 8 days ago. pic.twitter.com/wOfpOvNFYF— Sawyer Merritt (@SawyerMerritt) April 28, 2024
This weekend, Tesla watchers reported that FSD (Supervised) V12.3.6 has started rolling out to company employees. This was already impressive considering that FSD (Supervised) V12.3.5 was released just a little over a week ago. As per Tesla software tracking services such as Teslascope, however, even regular owners are receiving FSD V12.3.6 as well.
Full Self-Driving (Supervised) V12.3.6 is now rolling out to @Tesla customers for the first time, via software update 2024.3.25. ? https://t.co/Xvy3zPLaMx— Teslascope (@teslascope) April 28, 2024
The Release Notes of FSD (Supervised) V12.3.6 are still identical to the previous releases of the advanced driver-assist system. Teslascope also inferred that with the release of V12.3.6, drivers whose vehicles are still at FSD (Supervised) 12.3.4 will likely receive the system’s latest iteration. Videos shared by Tesla drivers who received V12.3.6 suggested that the recent update presents some improvements over its predecessor.
One thing I’m noticing about FSD v12.4.6 is it’s definitely making more frequent lane changes in the highway compared to .5.
Note: this is actually not a bad thing- it’s doing a great job maintaining my set speed and moving around slower cars and not sitting in the left lane. pic.twitter.com/RqF1zBwe9v— Zack (@BLKMDL3) April 28, 2024
Tesla Model 3 owner @BLKMDL3, for example, observed that FSD (Supervised) V12.3.6 was making more frequent lane changes on the highway compared to V12.3.5. Longtime FSD user @WholeMarsBlog also shared a video of V12.3.6 navigating city streets without interventions. As per the veteran FSD user, the movements of V12.3.6 are very similar to a human driver’s.
Tesla Full Self-Driving (Supervised) 12.3.6 is incredibly smooth and humanlike
Here's my first drive, with zero interventions
Watch in 4K: https://t.co/dpQldwKxFa pic.twitter.com/8FWuu9lqSH— Whole Mars Catalog (Supervised) (@WholeMarsBlog) April 28, 2024
FSD is becoming a central part of Tesla’s overall strategy, with Elon Musk noting during the first quarter earnings call that the company’s vision-based approach is steadily being proven right. Musk also hinted that there are about 900,000 FSD users today. This group of users will likely grow soon, especially if Tesla launches FSD in China in the near future.
Watch a video of FSD (Supervised) V12.3.6 in action below.
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Tesla Full Self-Driving shows confident navigation in heavy snow
So far, from what we’ve seen, snow has not been a huge issue for the most recent Full Self-Driving release. It seems to be acting confidently and handling even snow-covered roads with relative ease.
Tesla Full Self-Driving is getting its first taste of Winter weather for late 2025, as snow is starting to fall all across the United States.
The suite has been vastly improved after Tesla released v14 to many owners with capable hardware, and driving performance, along with overall behavior, has really been something to admire. This is by far the best version of FSD Tesla has ever released, and although there are a handful of regressions with each subsequent release, they are usually cleared up within a week or two.
Tesla is releasing a modified version of FSD v14 for Hardware 3 owners: here’s when
However, adverse weather conditions are something that Tesla will have to confront, as heavy rain, snow, and other interesting situations are bound to occur. In order for the vehicles to be fully autonomous, they will have to go through these scenarios safely and accurately.
One big issue I’ve had, especially in heavy rain, is that the camera vision might be obstructed, which will display messages that certain features’ performance might be degraded.
So far, from what we’ve seen, snow has not been a huge issue for the most recent Full Self-Driving release. It seems to be acting confidently and handling even snow-covered roads with relative ease:
FSD 14.1.4 snow storm Ontario Canada pic.twitter.com/jwK1dLYT0w
— Everything AI (@mrteslaspace) November 17, 2025
I found the steepest, unplowed hill in my area and tested the following:
• FSD 14.2.1 on summer tires
• FSD 14.2.1 on winter tires
• Manual drivingBut I think the most impressive part was how FSD went DOWN the hill. FSD in the snow is sublime $TSLA pic.twitter.com/YMcN7Br3PU
— Dillon Loomis (@DillonLoomis) December 2, 2025
Well.. I couldn’t let the boys have all the fun!
Threw the GoPro up and decided to FSD v14.2.1 in the snow. Roads were not compacted like the other day, a little slippery, but overall doable at lower speeds. Enjoy the video and holiday music 🎶
Liked:
Took turns super slow… pic.twitter.com/rIAIeh3Zu3— 🦋Diana🦋 (@99_Colorado) December 3, 2025
Moving into the winter months, it will be very interesting to see how FSD handles even more concerning conditions, especially with black ice, freezing rain and snow mix, and other things that happen during colder conditions.
We are excited to test it ourselves, but I am waiting for heavy snowfall to make it to Pennsylvania so I can truly push it to the limit.
News
Tesla hosts Rome Mayor for first Italian FSD Supervised road demo
The event marked the first time an Italian mayor tested the advanced driver-assistance system in person in Rome’s urban streets.
Tesla definitely seems to be actively engaging European officials on FSD’s capabilities, with the company hosting Rome Mayor Roberto Gualtieri and Mobility Assessor Eugenio Patanè for a hands-on road demonstration.
The event marked the first time an Italian mayor tested the advanced driver-assistance system in person in Rome’s urban streets. This comes amid Tesla’s push for FSD’s EU regulatory approvals in the coming year.
Rome officials experience FSD Supervised
Tesla conducted the demo using a Model 3 equipped with Full Self-Driving (Supervised), tackling typical Roman traffic including complex intersections, roundabouts, pedestrian crossings and mixed users like cars, bikes and scooters.
The system showcased AI-based assisted driving, prioritizing safety while maintaining flow. FSD also handled overtakes and lane decisions, though with constant driver supervision.
Investor Andrea Stroppa detailed the event on X, noting the system’s potential to reduce severe collision risks by up to seven times compared to traditional driving, based on Tesla’s data from billions of global fleet miles. The session highlighted FSD’s role as an assistance tool in its Supervised form, not a replacement, with the driver fully responsible at all times.
Path to European rollout
Tesla has logged over 1 million kilometers of testing across 17 European countries, including Italy, to refine FSD for local conditions. The fact that Rome officials personally tested FSD Supervised bodes well for the program’s approval, as it suggests that key individuals are closely watching Tesla’s efforts and innovations.
Assessor Patanè also highlighted the administration’s interest in technologies that boost road safety and urban travel quality, viewing them as aids for both private and public transport while respecting rules.
Replies on X urged involving Italy’s Transport Ministry to speed approvals, with one user noting, “Great idea to involve the mayor! It would be necessary to involve components of the Ministry of Transport and the government as soon as possible: it’s they who can accelerate the approval of FSD in Italy.”
News
Tesla FSD (Supervised) blows away French journalist after test ride
Cadot described FSD as “mind-blowing,” both for the safety of the vehicle’s driving and the “humanity” of its driving behaviors.
Tesla’s Full Self-Driving (Supervised) seems to be making waves in Europe, with French tech journalist Julien Cadot recently sharing a positive first-hand experience from a supervised test drive in France.
Cadot, who tested the system for Numerama after eight years of anticipation since early Autopilot trials, described FSD as “mind-blowing,” both for the safety of the vehicle’s driving and the “humanity” of its driving behaviors.
Julien Cadot’s FSD test in France
Cadot announced his upcoming test on X, writing in French: “I’m going to test Tesla’s FSD for Numerama in France. 8 years I’ve been waiting to relive the sensations of our very first contact with the unbridled Autopilot of the 2016s.” He followed up shortly after with an initial reaction, writing: “I don’t want to spoil too much because as media we were allowed to film everything and I have a huge video coming… But: it’s mind-blowing! Both for safety and for the ‘humanity’ of the choices.”
His later posts detailed FSD’s specific maneuvers that he found particularly compelling. These include the vehicle safely overtaking a delivery truck by inches, something Cadot said he personally would avoid to protect his rims, but FSD handled flawlessly. He also praised FSD’s cyclist overtakes, as the system always maintained the required 1.5-meter distance by encroaching on the opposite lane when clear. Ultimately, Cadot noted FSD’s decision-making prioritized safety and advancement, which is pretty remarkable.
FSD’s ‘human’ edge over Autopilot
When asked if FSD felt light-years ahead of standard Autopilot, Cadot replied: “It’s incomparable, it’s not the same language.” He elaborated on scenarios like bypassing a parked delivery truck across a solid white line, where FSD assessed safety and proceeded just as a human driver might, rather than halting indefinitely. This “humanity” impressed Cadot the most, as it allowed FSD to fluidly navigate real-world chaos like urban Paris traffic.
Tesla is currently hard at work pushing for the rollout of FSD to several European countries. Recent reports have revealed that Tesla has received approval to operate 19 FSD test vehicles on Spain’s roads, though this number could increase as the program develops. As per the Dirección General de Tráfico (DGT), Tesla would be able to operate its FSD fleet on any national route across Spain. Recent job openings also hint at Tesla starting FSD tests in Austria. Apart from this, the company is also holding FSD demonstrations in Germany, France, and Italy.