Tesla now dynamically resizes vehicle models in latest FSD Beta

By Nuno Cristovao

Tesla's early FSD Betas included driving visualizations that used simple wireframe boxes to represent vehicles and lane markings were made up of individual dots.

Tesla adds scalable vehicle models to the latest FSD Beta
Tesla adds scalable vehicle models to the latest FSD Beta

The visualizations were a great look into some of the information that is provided to Autopilot, but even then only a fraction of the information Autopilot uses was actually displayed onscreen.

In reality, Autopilot is creating a 3D representation of every object it tracks. Each object detected then has various attributes. For example, a detected vehicle will have attributes for how fast it's going, how far away it is, the type of vehicle, its predicted path, and more.

Tesla's visualizations in early FSD Betas
Tesla's visualizations in early FSD Betas

The car visualizations are an important part of FSD because they help us better understand what the car is capable of seeing and reacting to. However, the information and visualization Autopilot needs is drastically different than what humans need.

In order for Tesla to achieve FSD, they essentially need to be able to build a highly accurate video game that represents the real world, in real-time.

The car wants access to as much information about each object as possible. Meanwhile, humans want a visualization that closely resembles the real world.

With the introduction of FSD Betas 9.x, Tesla released a more human consumable visualization. One that included proper 3D models of general vehicle types, road pylons, and solid lane markers.

The road edges and lane markings are more distinguished lines, 3D models have working brake lights, and other objects such as speed bumps, bike lanes, and crosswalks are depicted using visualizations that match the real world.

In order for Tesla to achieve FSD, they essentially need to be able to build a highly accurate video game that represents the real world, in real-time.

However, something that has been missing is visualizations is dynamic vehicle sizing. The 3D vehicle models that Tesla has been using have a static size. When the vehicle sees a bus, it calculates its length, width, and height in addition to a bunch of other metrics. However, the 3D model that is shown onscreen is a predefined size, meaning that it does not actually match what the vehicle saw.

This is why you may have seen a tractor-trailer shift forward and backward or you may have seen two vehicles on top of each other. One is signifying the start of the vehicle and since the vehicle is so much longer than the model, it's adding another vehicle to the end to signify the end of the vehicle.

Scalable Vehicle Models

However, in the latest 10.10.2 FSD update, we are now seeing Tesla scale individual vehicle models so that they represent the calculated size of surrounding vehicles. Contextually this could be helpful in better understanding our car’s situation in the world.

In 10.10.2, the car shrinks or stretches the 3D vehicle models in each dimension so that the 3D model matches the calculated dimensions for each vehicle. This is especially apparent in longer vehicles such as buses, trucks, and tractor-trailers, where the vehicle lengths are more likely to vary, but you can also see it scale other vehicle models such as very small cars.

In this example below, you'll see that Tesla is now able to accurately represent buses of different sizes. Tesla only has a model for a full length bus, but in this case, Tesla detected that the length of one of the buses is considerably shorter than the vehicle model so it chose to reduce the length of the bus to the length Autopilot had calculated. In the image below you can see how the same bus model is shown in two different sizes.

Tesla can now accurate render vehicles of different sizes
Tesla can now accurate render vehicles of different sizes

It's important to realize the difference between the visualizations and what Autopilot uses. The visualizations are there merely to help us better understand what Autopilot can see. The FSD computer itself has always been taking note of the size of surrounding objects and various other data points. Trajectory, approach velocity, proximity, and so forth have also been a part of this, but this update helps Tesla achieve visualizations that provide a more accurate representation of reality.

It's not only buses and trucks that are scaled up or down. Tesla resized a bobcat down to a vehicle that is about half the length of its normal sedan model.

Tesla can now accurate render vehicles of different sizes
Tesla can now accurate render vehicles of different sizes

Models are adjusted in all three dimensions. We witnessed some truck models that were stretched to become taller while also having their length reduced. It's not perfect because you're scaling all components of the truck at the same rate, but it produces a much more accurate representation of the vehicle and the amount of space it takes up.

Vehicles are resized in three dimensions to better match the vehicle's length, width and height
Vehicles are resized in three dimensions to better match the vehicle's length, width and height

Tesla has come a long way in a short period with how many objects they're able to detect, but obviously, when you compare the environment the car sees today, there is still a lot missing.

In the short term, we'd like to see more objects visualized. Objects that are commonly encountered while driving, such as trailers and gates.

We'd also like to see other common objects added, such as additional traffic light configurations, crosswalks, mailboxes, and maybe even a generic object that lets us know the vehicle sees something it needs to maneuver around, but it may not know exactly what it is.

In the future, I think we'll see Tesla display a rich, fuller 3D environment that will display static and moving objects that are important for the vehicle to avoid, objects such as barriers, buildings, trees, sidewalks, and more. Today Tesla is one step closer to achieving this goal.

Be sure to check out our full list of every visualization in Tesla's latest FSD Beta.

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Tesla LFP Batteries Can Now Be Warmed up While Supercharging Using Innovative Feature

By Karan Singh
Not a Tesla App

Tesla’s been on a roll with Supercharger improvements lately, from the 325kW charging update for the Cybertruck, to 500kW with V4 Superchargers coming next year. While those improvements have been limited to the Cybertruck, Tesla didn’t put all their focus on their new flagship vehicle, but looked at their more affordable vehicles as well.

LFP Battery Heating

Tesla’s Superchargers can now heat LFP Batteries - those that are in the Model 3 and Model Y Rear Wheel Drive variants. This applies to Long Range and Standard Range models, which saw a limited run. This is another update included as part of the 2024 Tesla Holiday Update - which really arrived with a lot of unannounced new features and capabilities.

The change is pretty interesting - Superchargers of the V3 and V4 variety can now pre-heat batteries for Model 3 and Model Y vehicles equipped with LFP battery packs. That means those vehicles are able to get back on the road faster when it's extremely cold. Of course, Tesla still advises you to precondition before you arrive, saving drivers time and money.

Max de Zegher, Tesla’s Director of Charging, also commented on the new feature. Essentially, Tesla is inducing an AC (alternating) ripple current through the battery to warm it up. Keep in mind that Superchargers are DC charging. That means it is possible to get a cold-soaked LFP vehicle on the road 4x faster than before, assuming that it didn’t precondition at all and that it is in the worst-case scenario (below 0ºF).

In essence, Tesla is using some engineering magic to turn the circuits inside the LFP battery into an electric heater - and powering that heater through the Supercharger. An AC ripple current is a small oscillation in the DC charging current that generates heat through electrical resistance, warming up the battery. Those ripples are a byproduct of converting AC to DC and back - so Tesla is using the onboard charger to induce those ripples to warm up the battery. Definitely an innovative technique that’s really only possible with the versatility of the NACS connector.

We’re hoping Tesla can implement this across their full lineup of vehicles, but we’ll have to wait and see how it is trialed across LFP vehicles first and if it is even possible on vehicles with 2170 or 4680 battery packs.

Tesla Included FSD V12.6.1 and V13.2.4 in the Same Update: What Caused This and What It Means

By Karan Singh
Not a Tesla App

Tesla launched two FSD updates simultaneously on Saturday night, and what’s most interesting is that they arrived on the same software version. We’ll dig into that a little later, but for now, there’s good news for everyone. For Hardware 3 owners, FSD V12.6.1 is launching to all vehicles, including the Model 3 and Model Y. For AI4 owners, FSD V13.2.4 is launching, starting with the Cybertruck.

FSD V13.2.4

A new V13 build is now rolling out to the Cybertruck and is expected to arrive for the rest of the AI4 fleet soon. However, this build seems to be focused on bug fixes. There are no changes to the release notes for the Cybertruck with this release, and it’s unlikely to feature any changes when it arrives on other vehicles.

While this update focuses on bug fixes, Tesla’s already working on bigger features for FSD V13.3, which we have already confirmed to include improvements to highway following and speed control.

FSD V12.6.1

FSD V12.6.1 builds upon V12.6, which is the latest FSD version for HW3 vehicles. While FSD V12.6 was only released for the redesigned Model S and Model X with HW3, FSD V12.6.1 is adding support for the Model 3 and Model Y.

While this is only a bug-fix release for users coming from FSD V12.6, it includes massive improvements for anyone coming from an older FSD version. Two of the biggest changes are the new end-to-end highway stack that now utilizes FSD V12 for highway driving and a redesigned controller that allows FSD to drive “V13” smooth.

It also adds speed profiles, earlier lane changes, and more. You can read our in-depth look at all the changes in FSD V12.6.

Same Update, Multiple FSD Builds

What’s interesting about this software version is that it “includes" two FSD updates, V12.6.1 for HW3 and V13.2.4 for HW4 vehicles. While this is interesting, it’s less special when you understand what’s happening under the hood.

The vehicle’s firmware and Autopilot firmware are actually completely separate. While a vehicle downloading a firmware update may look like a singular process, it’s actually performing several functions during this period. First, it downloads the vehicle’s firmware. Upon unpacking the update, it’s instructed which Autopilot/FSD firmware should be downloaded.

While the FSD firmware is separate, the vehicle can’t download any FSD update. The FSD version is hard-coded in the vehicle’s firmware that was just downloaded. This helps Tesla keep the infotainment and Autopilot firmware tightly coupled, leading to fewer issues.

What we’re seeing here is that HW3 vehicles are being told to download one FSD version, while HW4 vehicles are being told to download a different version.

While this is the first time Tesla has had two FSD versions tied to the same vehicle software version, the process hasn’t actually changed, and what we’re seeing won’t lead to faster FSD updates or the ability to download FSD separately. What we’re seeing is the direct result of the divergence of HW3 and HW4.

While HW3/4 remained basically on the same FSD version until recently, it is now necessary to deploy different versions for the two platforms. We expect this to be the norm going forward, where HW3 will be on a much different version of FSD than HW4. While each update may not include two different FSD versions going forward, we may see it occasionally, depending on which features Autopilot is dependent on.

Thanks to Greentheonly for helping us understand what happened with this release and for the insight into Tesla’s processes.

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