NHTSA investigates Uber partner Avride after 16 robotaxi crashes in four months in Dallas


The National Highway Traffic Safety Administration has opened an investigation into Avride, Uber’s autonomous vehicle partner, after identifying 16 crashes and one minor injury in the four months since the company launched its robotaxi service in Dallas. The regulator’s language is unusually blunt: the vehicles displayed “excessive assertiveness and insufficient capability,” a phrase that could describe not just Avride’s self-driving system but the broader industry’s determination to deploy autonomous vehicles before they can reliably avoid hitting things.

The crashes, which occurred between December 2025 and March 2026, involved Avride’s fleet of Hyundai Ioniq 5 vehicles changing lanes into the path of other cars, failing to slow or stop for slow-moving and stationary vehicles, and striking objects in the road. All incidents occurred with a safety monitor sitting in the driver’s seat. In only one of the 16 reported crashes did the safety monitor attempt to intervene.

The partner

Avride is a subsidiary of Nebius, the Amsterdam-based technology company that emerged from the restructuring of Yandex NV after the Russian internet giant sold its domestic business in 2024. Yandex founder Arkady Volozh launched Nebius with 1,300 employees, 2.5 billion dollars in cash, and businesses spanning data infrastructure, edtech, and autonomous driving. Avride inherited Yandex’s self-driving technology, which had been in development since 2017.

Uber announced its partnership with Avride in October 2024, and the companies launched a robotaxi service in a nine-square-mile section of downtown Dallas on 3 December 2025. Uber and Nebius committed up to 375 million dollars in investment to scale Avride’s fleet to 500 vehicles. Avride also operates sidewalk delivery robots on Uber Eats in Austin, Dallas, and Jersey City, and on Grubhub at university campuses including Ohio State.

The NHTSA investigation covers all crashes related to what the agency’s Office of Defects Investigation described as the “competence of” Avride’s self-driving system. The minor injury occurred in December 2025 when an Avride vehicle clipped the open door of a parked pickup truck. Other incidents involved the vehicle turning into a van during a lane change and striking a dumpster. The agency said the behaviour pattern “may also constitute traffic safety violations.

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The platform

Uber reported in its first-quarter 2026 earnings that autonomous trips grew tenfold year over year, a figure that reflects the company’s strategy of integrating multiple autonomous vehicle partners into its ride-hailing platform rather than developing its own self-driving technology. The strategy is the inverse of what Uber attempted between 2015 and 2020, when it spent billions building an in-house autonomous programme that culminated in the death of pedestrian Elaine Herzberg in Tempe, Arizona, in March 2018.

After shutting down its autonomous unit and selling the technology to Aurora Innovation, Uber pivoted to a platform model. It is testing a Lucid Gravity robotaxi with Nuro in San FranciscoVolkswagen’s MOIA is testing self-driving ID. Buzz minibuses on Uber in Los AngelesUber, Wayve, and Nissan are bringing robotaxis to Tokyo. Waymo rides are bookable through Uber in Austin and Atlanta. The company is live with autonomous rides in eight cities and targeting 15 by the end of the year.

The platform model gives Uber scale without the capital expenditure and safety liability of operating its own fleet. It also means Uber’s brand and its passengers are exposed to the safety record of every partner it integrates. When an Avride vehicle changes lanes into a van in Dallas, the ride was booked through the Uber app.

The pattern

Avride is not the only autonomous vehicle operator facing regulatory scrutiny in Texas. Tesla’s robotaxi service in Austin has been involved in 14 crashes since launching, a rate that Electrek calculated at approximately four times worse than human drivers. NHTSA has escalated its investigation into 3.2 million Tesla vehicles equipped with Full Self-Driving software, opening an engineering analysis that is a required step before a potential recall.

Waymo, which operates the largest and longest-running commercial robotaxi service with 3,000 vehicles, 500,000 paid rides per week, and more than 200 million fully autonomous miles, has established the benchmark that regulators and the public use to evaluate every other autonomous operator. Waymo’s safety record, while not perfect, is substantially better per mile than human drivers in the cities where it operates. The gap between Waymo’s performance and Avride’s 16 crashes in four months illustrates the range of capability among companies that are all legally permitted to operate on public roads.

Texas has some of the most permissive autonomous vehicle regulations in the United States, which is why multiple companies have chosen it as a launch market. The permissiveness that attracts operators also means the regulatory response to safety failures is largely reactive. NHTSA’s investigation into Avride was triggered by crash reports, not by pre-deployment safety standards that the vehicles failed to meet.

The question

Uber sold its autonomous technology in 2020 because the cost and liability of developing self-driving vehicles was unsustainable. The platform model was supposed to solve both problems: partners bear the development cost and the safety responsibility, while Uber provides the demand. The Avride investigation tests that assumption. The crashes occurred on rides booked through Uber’s app, in vehicles displaying Uber’s branding, carrying Uber’s customers. The regulatory investigation is into Avride, not Uber. But the reputational exposure is shared.

Avride’s 375 million dollars in backing from Uber and Nebius, its fleet of 200 vehicles, and its expansion plans all depend on the NHTSA investigation’s outcome. A finding that the self-driving system has a safety defect could lead to a recall or operational restrictions. The investigation could also establish a precedent for how regulators evaluate the platform companies that deploy autonomous vehicles they did not build and do not directly control.

NHTSA’s phrase, “excessive assertiveness and insufficient capability,” is precise. The vehicles were programmed to act decisively in traffic. They lacked the perception and decision-making quality to execute those actions safely. The combination produced 16 collisions in 16 weeks. The question for Uber, which has staked its autonomous strategy on trusting partners to solve the hardest problem in robotics, is how many crashes it takes before the platform’s brand absorbs the partner’s failures. The question for regulators is why autonomous vehicles that are excessively assertive and insufficiently capable were permitted to carry passengers in the first place.



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Recent Reviews


The first computer my family owned was an 80286 IBM clone, and it had lots of ports, none of which looked the same. There was a big 5-pin DIN for the keyboard, a serial port, a parallel port, a game port for our joystick, and of course, the VGA port for the monitor.

In comparison, a modern computer has much less diversity in the port department. Not only are there fewer types of ports, but the total number may be quite low as well. When we move to modern laptops, it can be much more minimalist. Some laptops have just a single port on the entire machine! Is this a bad thing? As with anything, the extremes are rarely ideal, but I’d say overall, this has been a pretty positive development for PCs.

The port explosion era was never sustainable

It was more like a port infection

You see, the reason we had so many ports for so long is that people kept inventing new interfaces to make up for the shortcomings of existing ones. However, instead of the newer, better interfaces making the old ones obsolete, they just became additive as perfectly summarized in this classic XKCD comic.

A comic illustrates how competing standards multiply: first showing 14 competing standards, then people agreeing to create one universal standard, followed by a final panel showing there are now 15 competing standards. Credit: Randall Munroe (CC-BY-NC)

In laptops, the need for so many ports reached ridiculous heights. In this video posted by X user PC Philanthropy, you can see his Sager/Clevo D9T absolutely packed with all the trimmings leading to a rather massive laptop.

It is undeniably a cool machine, but obviously goes against the principle of portable computing. Also, every port you install means power and space that could have been taken up by something else. That’s true for laptops and desktops.



















Quiz
8 Questions · Test Your Knowledge

PC ports and motherboard I/O
Trivia challenge

Think you know your USB from your PCIe? Put your connector knowledge to the test.

PortsStandardsHardwareConnectorsMotherboards

Which USB connector type is fully reversible, meaning it can be plugged in either way?

Correct! USB Type-C features a symmetrical oval design that lets you insert it in either orientation. Introduced in 2014, it has become the dominant connector for modern devices and supports everything from data transfer to video output and fast charging.

Not quite — the answer is USB Type-C. The older USB Type-A connector (the flat rectangular one) famously required you to flip it at least twice before getting it right. USB Type-C’s reversible design was one of its biggest selling points when it launched in 2014.

What does the ‘x16’ in a PCIe x16 slot refer to?

Exactly right! PCIe x16 means the slot has 16 data lanes, allowing significantly more bandwidth than smaller x1 or x4 slots. This is why discrete graphics cards almost always use x16 slots — they need that extra throughput to feed pixel data to your display.

Not quite — the ‘x16’ refers to the number of data lanes. More lanes mean more simultaneous data paths between the CPU and the card. Graphics cards use x16 slots because their massive data demands require all 16 of those lanes working together.

Which port on a motherboard is most commonly used to connect a display directly to the CPU’s integrated graphics?

That’s correct! The HDMI and DisplayPort connectors found on a motherboard’s rear I/O panel are wired directly to the CPU’s integrated graphics unit. If you have a discrete GPU installed, you should use that card’s outputs instead for best performance.

The right answer is the HDMI or DisplayPort connectors on the rear I/O panel. These ports bypass the discrete GPU entirely and tap into the CPU’s built-in graphics. It’s a common troubleshooting trap — plugging a monitor into the motherboard instead of the GPU and wondering why nothing works.

What is the primary function of the 24-pin ATX connector on a motherboard?

Spot on! The 24-pin ATX connector is the main power connector that delivers multiple voltage rails — including 3.3V, 5V, and 12V — from the power supply to the motherboard. Without it seated properly, your PC simply won’t power on at all.

The correct answer is delivering power from the PSU to the motherboard. The 24-pin ATX connector is the big wide plug you’ll find on every modern motherboard. It supplies several different voltage levels that the board distributes to components. PCIe cards get their supplemental power from separate 6- or 8-pin connectors directly from the PSU.

Which of the following rear I/O ports transmits both audio and video in a single cable and is most commonly found on modern motherboards?

Correct! HDMI carries both high-definition audio and video over a single cable, making it one of the most convenient display connectors available. It became standard on motherboards as integrated graphics improved, and modern versions support 4K and even 8K resolutions.

The answer is HDMI. VGA is analog-only and carries no audio, DVI-D is digital video only without audio, and S-Video is an older analog format. HDMI bundles both audio and video digitally, which is why it became the go-to connector for TVs, monitors, and motherboard rear panels alike.

What maximum theoretical data transfer speed does USB 3.2 Gen 2×2 support?

Impressive! USB 3.2 Gen 2×2 achieves 20 Gbps by using two 10 Gbps lanes simultaneously — that’s what the ‘2×2’ means. It requires a USB Type-C connector and is most commonly found on high-end motherboards, making it ideal for fast external SSDs.

The correct answer is 20 Gbps. The ‘2×2’ in the name is the key clue — it bonds two 10 Gbps channels together. USB naming got notoriously confusing around this era, with the same physical port potentially supporting very different speeds depending on the generation label printed in the spec sheet.

What is the role of the M.2 slot found on most modern motherboards?

Well done! M.2 is a compact form-factor slot that most commonly hosts NVMe SSDs, which connect via PCIe lanes for blazing-fast storage speeds. Some M.2 slots also support SATA-based SSDs and Wi-Fi/Bluetooth combo cards, making the slot surprisingly versatile.

The correct answer is housing compact storage drives or wireless cards. M.2 replaced the older mSATA standard and supports both PCIe NVMe drives and SATA drives depending on the slot’s keying. NVMe M.2 drives can achieve sequential read speeds many times faster than traditional SATA SSDs.

Which audio connector color on a standard PC rear I/O panel is designated for the main stereo line output to speakers or headphones?

That’s right! The green 3.5mm jack is the standard line-out port used for speakers and headphones in the PC audio color-coding scheme. Blue is line-in for recording, and pink is the microphone input — a color system that’s been consistent across PC motherboards for decades.

The correct answer is green. PC audio jacks follow a long-standing color convention: green for headphones and speakers, blue for line-in (recording from external sources), and pink for the microphone. It’s one of those legacy standards that has quietly persisted even as USB and digital audio have become more common.

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USB-C (almost) solved the problem

So close, but not quite there yet

Released to the public in the mid ’90s, USB came to the rescue. The “U” is for “Universal” and for the most part USB has lived up to that promise. Now there was one port that handled data and power. More importantly, USB is fully backwards compatible. So if you plug a USB 1.1 device into a modern USB port, it should work. Whether you can get software drivers for it is another story, but it will talk to the host device.

USB-C has proven to be less universal than I’d like, and the situation is still far better than it used to be. A single USB-C port on one of my laptops can act as a video output for just about anything, even an old VGA monitor.

A Macbook, CRT monitor, and iPad connected together. Credit: Sydney Louw Butler/How-To Geek

My smaller laptops don’t need special chargers anymore, and the latest laptops can pull 240W over USB-C, which is enough for all but the beefiest desktop replacement machines. There is no type of peripheral I can think of that doesn’t give you the option to use it over USB.

But the complaints aren’t so much that we only get USB these days, it’s more that we get so little of it.

Minimal I/O enables better hardware design

Harder, better, faster, stronger

When you only put a handful of USB-C ports on a mobile computer, you reap numerous benefits. The low profile of USB-C means the laptop can be thinner, and the frame can be a stronger and more rigid unibody design. Internally, you have room for more battery, larger performance components, or better cooling.

A green Apple MacBook Neo on display on a wooden table with a product sign behind it. Credit: Patrick Campanale / How-To Geek

It also means the internals can be simpler, and cheaper to design and fabricate, though whether those savings are passed on to customers is another story altogether.

Wireless and cloud-first workflows reduce physical dependency

I guess they are “air” ports

Perhaps the first sign of major change was when smartphones dropped headphone jacks, but the fact is that wireless technologies are now good enough for most peripheral and data connections. So, there’s no need to connect them directly to a port on a computer. Which, in turn, means that there’s no reason to have as many ports on the computer in the first place.

I can’t remember the last time I used a wired mouse or keyboard, and I only use Ethernet for devices that need extremely high speeds, low latency, or improved reliability. For normal day-to-day use, modern Wi-Fi is just fine. So while your laptop might not have as many wired ports on the outside, those wireless chips on the inside still give it numerous connectivity options for audio, input, and data transfer.

You could even make the same argument about storage to some extent, with many thin and light systems leaning on cloud storage to make up for a lack of ports to connect external storage.

MacBook Neo colors on a white background.

Operating System

macOS

CPU

A18 Pro

The MacBook Neo with the A18 Pro chip is Apple’s most affordable laptop yet, with all-day battery life and buttery-smooth performance in a thin and light profile.



The dongle backlash misses the bigger picture

The last bit of the port protest centers around dongles, but I never understood the complaints. Having one port that can be broken out into whatever ports you need using a little box is amazing. It makes ports optional and gives you the choice. If you never plug your laptop into anything, why deal with all the ports you’ll never use?

Likewise, if you only ever use ports with your laptop when you dock it at a desk, then you can just leave your dongle ready to go on your desk, but throwing a small dongle in your laptop sleeve or bag in case you might need it is a small price to pay for all the benefits of minimal IO.



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