Tesla's Smart Summon Patent Describes How It Works and Hints at Future Abilities

By Karan Singh
Not a Tesla App

Tesla’s Summon, Smart Summon, and Actually Smart Summon features have long been a source of fascination (and occasional frustration), offering FSD users a glimpse into a future where your vehicle picks you up.

While we await further improvements to Actually Smart Summon to increase reliability and range, a recently published Tesla patent (US20250068166A1) provides an inside look into the intricate AI and sensor technologies that make these complex, low-speed autonomous maneuvers possible.

Notably, the list of inventors on this patent reads like a "who's who" of Tesla's AI and Autopilot leadership, including Elon Musk and former Director of AI Andrej Karpathy, among many others.

Though the patent is a continuation of earlier work, with some dates stretching back to 2019, it lays out the core logic that powers Tesla's vision-based system.

Step-by-Step Navigation

Tesla’s patent details a sophisticated system designed to allow a vehicle to autonomously navigate from its current position to a target location specified by a remote user. The remote user can also designate themselves as the target, even while they’re moving, and have the vehicle meet them.

This process begins with destination and target acquisition. The system is designed to receive a target geographical location from a user, for example, by dropping a pin via the Tesla app. Alternatively, it can use a “Come to Me” feature, where the car navigates to the user’s dynamic GPS location. In this same section, the patent also mentions the ability to handle altitude, which is crucial for multi-story parking garages, and even handle final orientations at arrival.

Occupancy Grid

At the heart of the system is the use of sensor data to perceive the environment. This is done through Tesla Vision, which builds a representation of the surrounding environment, similar to how FSD maps and builds a 3D world in which to navigate. A neural network processes this environment to determine drivable space and generate an “occupancy grid.” This grid maps the area around the vehicle, detailing drivable paths versus obstacles.

The patent still references the use of alternative sensors, like ultrasonic sensors and radar, even though Tesla does not use them anymore. The system can also load saved occupancy grids from when the car was parked to improve initial accuracy.

Path Planner

Once the environment is understood, a Path Planner Module calculates an intelligent and optimal path to the target. This isn’t just the shortest route; the system uses cost functions to evaluate potential paths, penalizing options with sharp turns, frequent forward/reverse changes, or a higher likelihood of encountering obstacles. The path planning also considers the vehicle’s specific operating dynamics, like its turning radius. Interestingly, the Path Planner Module can also handle multi-part destinations with waypoints - a feature that isn’t available yet on today’s version of Actually Smart Summon.

Generating Commands

Once the path is determined, the Vehicle Controller takes the path and translates it into commands for the vehicle actuators, which control the steering, acceleration, and braking to navigate the vehicle along the planned route. As the vehicle moves, the Path Planner continues to recalculate and adjust the path as required.

Since Actually Smart Summon is nearly autonomous with the exception of the user having to hold the Summon button (app update hints at not having to hold the button soon), continuous safety checks are integral. This includes using the Path Planner and the occupancy grid to judge if there is a chance for a collision, and overriding navigation if necessary. The patent also mentions the possibility of users remotely controlling aspects like steering and speed but with continuous safety overrides in place. This is another cool little feature that Tesla has yet to include with today’s Actually Smart Summon - being able to control your full-size car like an RC car. This feature could be used for robotaxis if the vehicles get stuck and need to be tele-operated.

Reaching the Target

Upon reaching the destination, or the closest safe approximation (like the other side of a road), the system can trigger various actions. These include sending a notification to the user, turning on the interior or exterior lights, adjusting climate control, and unlocking or opening the doors. Another yet-to-arrive feature here is the fact that the destination triggers in the patent also include correctly orienting the vehicle for charging if the destination is a charger. This part of the patent doesn’t reference wireless charging, but we’re sure there’s more to this than it seems.

A Glimpse Into the Future

While this patent has dates stretching back to 2019, its recent publication as a continued application tells us that Tesla is still actively iterating on its Summon functionality. It details a comprehensive system that has been well thought out for complex, confined spaces, which will be key for both today’s convenience features like Actually Smart Summon - but also for Tesla’s upcoming robotaxis.

The depth of engineering described, from neural network-based perception to sophisticated path planning and safety protocols, explains the impressive capabilities of Tesla's Summon features when they work well and the inherent challenges in making them robust across an infinite variety of real-world scenarios. As Tesla continues to refine its AI, the foundational principles laid out in this patent will undoubtedly continue to evolve, actually bringing "Actually Smart Summon" to reality.

Tesla FSD in Europe: June Update

By Karan Singh
Not a Tesla App

The road to bringing FSD to Europe has been a long and complex one and filled with regulatory and bureaucratic hurdles. Elon Musk, as well as other members of Tesla’s AI team, have previously voiced their grievances with the regulatory approval process on X.

However, it appears that there is finally some progress in getting things moving with recent changes to upcoming autonomy regulations, but the process still seems slow.

Waiting on the Dutch

Elon commented on X recently, stating that Tesla is waiting for approval from Dutch authorities and then the EU to start rolling out FSD in Europe. Tesla is focusing on acquiring approvals from the Dutch transportation authority, which will provide them with the platform they need to gain broader acceptance in Europe. Outside of the Netherlands, Tesla is also conducting testing in Norway, which provides a couple of avenues for them to obtain national-level approval.

The frustration has been ongoing, with multiple committee meetings bringing up autonomy regulation but always pulling back at the last second before approving anything. The last meeting on Regulation 157, which governs Automated Lane Keeping Systems, concluded with authorities from the UK and Spain requesting additional time to analyze the data before reaching a conclusion.

Tesla, as well as Elon, have motioned several times for owners to reach out to their elected representatives to move the process forward, as it seems that Tesla’s own efforts are being stymied. 

This can seem odd, especially since Tesla has previously demoed FSD working exceptionally smoothly on European roads - and just did it again in Rome when they shared the video below on X.

DCAS Phase 3

While the approval process has been slow, Kees Roelandschap pointed out that there may be a different regulatory step that could allow FSD to gain a foothold in Europe.

According to Kees, the European Commission is now taking a new approach to approving ADAS systems under the new DCAS Phase 3 regulations. The Commission is now seeking data from systems currently operational in the United States that can perform System-Initiated Maneuvers and don’t require hands-on intervention for every request.

This is key because those are two of the core functionalities that make FSD so usable, and it also means that there may not be a need to wait years for proper regulations to be written from scratch. Now, the Commission will be looking at real-world data based on existing, deployed technology, which could speed up the process immensely.

What This Means

This new, data-driven regulatory approach could be the path for Tesla to reach its previous target of September for European FSD. While the cogs of bureaucracy are ever slow, sometimes all it takes is a little data to have them turn a bit faster in this case.

Alongside specific countries granting approval for limited field testing with employees, there is some light at the end of the tunnel for FSD in Europe, and hopes are that a release will occur by the end of 2025. With Europe now looking to North America for how FSD is performing, Tesla’s Robotaxi results could also play a role.

Tesla Launches 'TeslaVision' Contest With Big Prizes — See Last Year’s Winner [VIDEO]

By Karan Singh
Not a Tesla App

Tesla’s marketing has always been relatively unconventional, relying on word-of-mouth rather than traditional advertising. The passion of the owner’s community is always massive, but it is especially high now with the launch of the Robotaxi network just around the corner.

Tesla is now tapping into that spring of fan creativity and announced the TeslaVision video contest, with some seriously impressive prizes up for grabs.

The Contest

The core of the contest is simple. Create a video that shows how your Tesla gives you more in life. Tesla is looking for submissions that highlight themes of freedom, safety, fun, and convenience.

Prizes

The prizes definitely make this contest worth entering if you’re good with a camera and have some basic video editing abilities.

For North America, the prizes include a brand new Model Y AWD Long Range, alongside an all-expenses-paid trip to Austin for a tour of Giga Texas. The grand prize winner will also be able to custom order their Model Y, allowing them to select their preferred wheels and color.

The two runners-up won’t get a Model Y, but they’ll also enjoy an all-expenses-paid trip to Giga Texas for a tour of the factory.

The travel and tour include lodging in Austin for 2 nights, as well as economy-class round-trip tickets from anywhere in North America. Tesla will also provide a vehicle for use during the trip.

Hopefully, these winners will also have the opportunity to experience the Robotaxi network while they’re in Austin, as it’s expected to be opened to the public later this month.

Project Loveday

For long-time followers of Tesla, this contest may feel familiar. The contest is a direct throwback to the 2017 Project Loveday contest, which was inspired by a letter to Tesla from a 10-year-old aspiring marketer. That contest was won by MKBHD, with his submission below:

How to Enter

If you’re ready to start filming, here are the key pieces of information you’ll need to know:

  • Video must be 90 seconds or less

  • Video must be uploaded to YouTube with a public URL

  • Make a post on X and Instagram tagging “@Tesla” and include the words “TeslaVision contest” in the post.

  • Provide links to both social media posts in your submission to Tesla’s form

  • Provide your personal details in the form

  • You have until July 17th, 2025, or until Tesla receives 10,000 entries, whichever comes first.

You can find the official submission form and all region-specific details on Tesla's website.

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