Musk Shares Details on FSD Beta v11: Neural Nets to Be Used for Vehicle Control

By Nuno Cristovao
Elon Musk says we may get FSD Beta v11.3 as early as this week
Elon Musk says we may get FSD Beta v11.3 as early as this week
Not a Tesla App

Elon Musk has provided further guidance on Tesla's next major release of FSD Beta, v11.3. Last week Musk said that v11.3 would be ready in about 'two weeks' and would contain many major improvements.

We've heard these two-week estimates before, but it's reassuring that Musk is being specific with details on this upcoming release.

Now just seven days after his last tweet, Elon Musk is giving us more details on this significant upgrade.

Timeline

Musk said he expects FSD Beta v11.3 to start rolling out to some customers later this week, or next week at the latest. This matches up with his initial two weeks estimate a week ago.

Elon Musk's estimates are known to be overly optimistic, but given the number of details he's releasing, it sounds like Tesla may be close to releasing this next build.

FSD Beta v11.3 will likely roll out to Tesla employees first and then go out to select FSD Beta testers, possibly the original OG group. Since this is a major milestone and includes major improvements, expect a slow and gradual rollout. Although we may get our first glimpse into FSD Beta v11 this week, it may be several weeks or more before the majority of customers have access to this beta.

Neural Nets for Vehicle Behavior

A week ago Musk said this upgrade will include 'many major improvements.' Last night Musk revealed some additional details. He said there will be "many small things," one of which will be that Tesla will begin to use neural nets for vehicle navigation and control, instead of just vision.

Today Tesla uses neural networks to determine the vehicle's surroundings, where objects are, what they are, and their distances from the vehicle to create a 3D environment known as 'vector space.' With this information, the vehicle can then plan a path and navigate around these objects toward its destination.

However, based on Musk's comment, it sounds like Tesla is currently only using neural nets to determine its environment and not for controlling the vehicle. This means that how the vehicle behaves, how it finds a path, and how it moves is still a process that is coded traditionally.

In the same way that Tesla uses millions of images to determine what a stop sign or traffic cone is, it sounds like Tesla will now use a large number of examples to determine how to best control the vehicle in various situations.

That could mean that Tesla will take millions of quality examples of how to gradually accelerate or slow down, based on real driving behavior to determine how the vehicle should accelerate in different situations.

This could be applied to every driving characteristic such as turning, slow downing, driving around a parked vehicle, etc.

If Tesla starts leveraging neural nets to aid vehicle control we may soon see drastic improvements to vehicle behavior, making it much smoother and human-like.

New Features

Although Elon Musk didn't specifically mention new features coming to FSD Beta v11.3, there are several that have been talked about in the past that could show up in this major full self-driving update.

Reverse Creep

Reverse Creep has been a feature that has been talked about as far back as FSD Beta 10.13. This feature would allow the vehicle to go into reverse to move out of the way of danger or adjust its trajectory. Right now FSD Beta will only ever move forward, so this improvement would be a giant step toward achieving human-like behavior.

A good use case for this is when the vehicle moves forward for better visibility. There may be times when the vehicle sees a car coming after moving creeping forward. In these cases, it'd be smart to let the vehicle reverse back to its previous position if it is now in the path of traffic.

Navigating Without Map Data & GPS

In the past Musk also alluded to the fact that Tesla is working on the neural networks' ability to complete 'dead reckoning' navigation, which is navigating based only on inertial measurements such as speed, direction and wheel movement.

He gave underground parking garages as an example of where FSD would need the ability to navigate without GPS or map data.

The car will be able to do this by using its last known GPS location and then determine its future location using only a compass, wheel movement and speed.

FSD Beta v11

FSD Beta v11 has always been expected to be a big leap forward, and as we get closer, that hasn't changed. This update is expected to be a huge improvement to what is currently available to customers. Although Musk's timelines have usually shifted and features have typically taken longer than initially planned, it looks like we may be getting close to the next major release for FSD Beta.

Although we're still years away from true full self-driving, Tesla's mission inches closer with every update. 

Recently there was also a leak revealing some details of Tesla's upcoming cameras in hardware 4.0, which are expected to include a fan and heater for select cameras.

World’s Largest Tesla Supercharger: 168 Stalls, 100% Off-Grid, Powered by Sun and Battery Storage

By Karan Singh
Not a Tesla App

In just 8 months, Tesla has gone from breaking ground to delivering electrons at its most ambitious Supercharger project to date, just in time to be ready for the busy Fourth of July holiday weekend. Project Oasis, the world’s largest Supercharger site, is now partially open to customers for its first phase in Lost Hills, California.

What makes this remarkable is the speed of execution. In just eight months, Tesla has constructed a site that will eventually feature 168 stalls (84 stalls are now open), supported by 11 MW of solar power and 10 Megapacks of battery storage. That construction speed is pretty impressive, but what is even more impressive is how this new station operates and what it means for future Supercharging infrastructure.

Self-Sufficient Energy Oasis

Not a Tesla App

The first 84 stalls at Lost Hills are now open, and according to the Tesla Charging team, they are currently powered solely by the sun and operate off-grid.

This makes it more than just a new Supercharger site. It serves as a proof of concept for a new type of Supercharger. Unlike nearly every other charging site in the world, which draws power from local utilities, this station generates its own clean electricity from its massive solar array and stores it in its array of on-site Megapacks. 

Self-sufficient charging stations are something completely different than what we see today. They are highly resilient since they’re not reliant on the grid. That means that even if there is a local power outage, brownout, or blackout, one can always come to Lost Hills to Supercharge.

If you’ve got a Cybertruck, you could take advantage of the Cybertruck’s Powershare feature and charge up at Lost Hills to help keep your home powered during a blackout, utilizing the Cybertruck as a portable battery charger. Now that’s true independence and self-reliance.

The Future of Charging

Solar-powered Superchargers help avoid massive new loads on already stressed electrical grids, especially during peak afternoon and evening hours, when demand is the highest.

This is Tesla’s vision for the future of charging: a clean, fully closed-loop ecosystem that sustains itself. The sun’s energy is captured, stored, and delivered directly to vehicles on site at any time of day without relying on the electrical grid or fossil fuels.

Largest Supercharger in the World

This opening of 84 stalls is just the first phase of the project. Tesla says that the remaining stalls, as well as a new on-site lounge, are coming later this year. Once complete, the 168-stall site will be the largest Supercharger site in the world.

While the speed of building such a massive project in just eight months is a testament to Tesla’s execution, the true innovation is actually that self-sustainability. Let’s hope we see even more large, self-sufficient Supercharger sites across the world in the near future.

The future lounge
The future lounge
Not a Tesla App

Elon Musk Considers Solar Gigafactory in North America to Power AI Boom

By Karan Singh
Not a Tesla App

Elon Musk is once again seeking to expand Tesla’s vertical integration in the energy sector, this time focusing squarely on solar power. Following discussions on X that highlighted the massive gap in solar deployments between the US and China, Elon is now discussing the need for a Tesla Solar Gigafactory in the United States.

This potential move is driven by a specific catalyst: the exponential growth of AI is creating an insatiable demand for electricity. For Tesla and xAI, two of Elon’s companies betting their future on AI, building the power generation required is a strategic necessity.

A new factory wouldn’t just be about making panels; it would be about manufacturing the final missing piece in Tesla’s vertically integrated energy ecosystem.

Catching Up to China

The context for this renewed focus is pretty stark. In May, China reportedly added a staggering 93 gigawatts (GW) of solar power capacity. In contrast, the United States installed approximately 14 GW over the entire first quarter, roughly 20 times less than China.

The primary driver of this demand is the revolution in AI. Training ever-larger and smarter AI models involves operating vast data centers, which consume staggering amounts of power. Google, Amazon, and Microsoft have turned to small-scale nuclear reactors, with Microsoft petitioning to reopen the infamous Three Mile Island for its AI operations.

For Elon’s companies, whose future products like FSD, Optimus, and Grok are built on a foundation of real-world AI, securing a massive and sustainable energy supply isn’t a side quest. It is part of the main mission, especially in conjunction with grid-scale storage, such as Megapacks and Powerwalls. You can’t power a world of autonomous robots without a world of abundant, clean energy.

The Tesla Ecosystem

A US solar gigafactory would be the final, logical step in completing Tesla’s energy hardware ecosystem. While Tesla already manufactures some solar panels and the Tesla solar roof, the scale is too minuscule to matter. 

By mass-producing its own panels, while also increasing Solar Roof production, Tesla would become a true one-stop shop for all things green energy. This would allow the company to supply its own large-scale projects, like the massive solar array for Project Oasis - the world’s largest Supercharger site.

It would also enable more complete residential packages, like the Giga-Small Haus concept home, combining Tesla-made panels and roofs with a Powerwall 3. This level of vertical integration would give Tesla complete control over the technology, cost, and supply of every major component in its energy ecosystem, from generation to storage to mobility.

Building a new Solar Gigafactory is about much more than just simply producing solar panels. It’s a requirement to power Tesla’s future products and make solar panels accessible to everyone.

View All Upcoming Features

Latest Tesla Update

Confirmed by Elon

Take a look at features that Elon Musk has said will be coming soon.

More Tesla News

Tesla Videos

Latest Tesla Update

Confirmed by Elon

Take a look at features that Elon Musk has said will be coming soon.

Subscribe

Subscribe to our weekly newsletter