Is Tesla's Cybercab Using Structured Light? What It Is and Potential Uses

By Karan Singh
Not a Tesla App

During the unveiling of the Cybercab at We, Robot last year, we saw the Cybercab use a strange laser-like lighting system to project an interesting light pattern. It was a rather peculiar projection, and many observers passed over it without wondering too much - perhaps it was just a trick of the show?

But we went back and thought - what is it really? What kind of lighting technology could Tesla be using to accomplish this visual effect, and does it have a purpose? That led us down the rabbit hole of Structured Light, and we think that Tesla could be using this technique for a few different things.

Cybercab’s Autonomy

Unlike other autonomous vehicles, which are often retrofitted with complex and expensive sensor arrays, the Cybercab is purpose-built to be a mass-market autonomous taxi. Because of that, Tesla is using several new techniques to drive down the cost and simplify the vehicle, from the paint-impregnated panels to the easy-to-clean interior.

However, the drive to keep costs down hasn’t stopped Tesla from looking for ways to present a premium and safe product, which has been one of the Engineering and Design team’s goals for a long time.

Tesla’s Robotaxi service is expected to launch in just a couple of months, and the Cybercab itself is slated to be available for customers to buy in late 2026.

The Structured Light

Structured Light is a technique involving the projection of light using a distinct pattern (see it in action below). In particular, it’s a machine vision technique for capturing 3D information. Unlike normal, ‘passive’ cameras that interpret ambient light, structured light actively projects a known pattern, such as lines, grids, or dots, onto the environment.

A camera will then observe how the pattern deforms as it hits objects. By analyzing these distortions, the system can precisely calculate the 3D shape and depth of the scene in front of it. Structured light can generate dense, high-resolution 3D data, which is particularly useful at short ranges.

But is this useful for an autonomous vehicle? Potentially. It offers a close-range means of mapping the environment directly in front of the vehicle, and could theoretically complement the existing camera suite for precise maneuvering in tight spaces. It could also be used for detecting low-lying objects, although this task could be handled by the bumper camera that is arriving on newer Tesla vehicles as well.

Structured Light vs LiDAR

Not a Tesla App

The mention of an active 3D sensor brings to mind LiDAR (Light Detecting and Ranging) - which Elon Musk has repeatedly called a crutch for self-driving. But LiDAR is different than Structured Light - it emits a pulse of laser light and measures the time of flight to generate a 3D point cloud of the environment.

While both involve projecting light, structured light systems require specialized hardware distinct from Tesla's current Matrix LED headlights. Matrix headlights are designed to intelligently block parts of the main beam to prevent dazzling other drivers, using an array of controllable LEDs. 

Structured light, conversely, requires a dedicated projector to cast a specific, known pattern (dots, lines, or a grid) precisely so a camera can analyze its deformation for 3D mapping. Implementing structured light would likely involve adding a new, dedicated projector component - perhaps another Cybercab exclusive feature.

Tesla already uses computer vision to navigate the environment, and adding Structured Light could potentially aid this process for Robotaxi challenges and edge cases, while not deviating from Tesla’s policy to use the same senses that a human uses to drive.

Structured light could be Tesla’s potential intelligent solution to an active 3D sensing system without adopting a more traditional approach like LiDAR.

Other Uses

Beyond the possibility of 3D sensing, could this light projection serve other purposes? Tesla is known for integrating novel new features into its vehicles - sometimes practical, sometimes just for fun. There are a few possibilities here.

Visual Communication - The lights could be used to project information onto a road surface - perhaps showing the vehicle’s intended path, or displaying warnings to pedestrians. It could even project a virtual crosswalk to signal that it is safe for pedestrians to pass.

Passenger Guidance - For a taxi without a driver, guiding passengers on how to approach and use the Cybercab could be useful. A projected welcome mat could show passengers exactly how to get into the Cybercab, reveal which passengers are being picked up, or provide other important information.

Improved Light Shows - We all know Tesla loves the little things in life. The projection could be used for more whimsical Light Shows in the future. We’re sure they’ll have more than just that in mind, though.

Wrapping Up

While we haven’t had any official confirmation that Tesla is using Structured Light, the possibility of the Cybercab using a novel new technology is relatively fascinating. It suggests that Tesla is looking into using its pre-existing tools and features in even more ways - something that they’ve always focused on. Whether this projection is for sensing or communicating, or even just for fun as a light show, we won’t know until Cybercab actually hits production.

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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