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Motional puts AI at center of robotaxi reboot as it targets 2026 for driverless service | TechCrunch

Motional puts AI at center of robotaxi reboot as it targets 2026 for driverless service | TechCrunch

Nearly two years ago, Motional was at an autonomous vehicle crossroads. 

The company, born from a $4 billion joint venture between Hyundai Motor Group and Aptiv, had already missed a deadline to launch a driverless robotaxi service with partner Lyft. It had lost Aptiv as one of its financial backers, prompting Hyundai to step up with another $1 billion investment to keep it going. Several layoffs, including a 40% restructuring cut in May 2024, had whittled the company from its peak of about 1,400 employees to less than 600. Meanwhile, advancements in AI were changing how engineers were developing the technology. 

Motional was going to have to evolve or die. It paused everything and picked option No. 1.

Motional told TechCrunch it has rebooted its robotaxi plans with an AI-first approach to its self-driving system and a promise to launch a commercial driverless service in Las Vegas by the end of 2026. The company has already opened up a robotaxi service — with a human safety operator behind the wheel — to its employees. It plans to offer that service to the public with an unnamed ride-hailing partner later this year. (Motional has existing relationships with Lyft and Uber.) By the end of the year, the human safety operator will be pulled from the robotaxis and a true commercial driverless service will begin, the company said.

“We saw that there was tremendous potential with all the advancements that were happening within AI; and we also saw that while we had a safe, driverless system, there was a gap to getting to an affordable solution that could generalize and scale globally,” Motional president and CEO Laura Major said during a presentation at the company’s Las Vegas facilities. “And so we made the very hard decision to pause our commercial activities, to slow down in the near term so that we could speed up.”

This meant shifting away from its classic robotics approach to an AI foundation model-based one. Motional was never devoid of AI. Motional’s self-driving system used individual machine learning models to handle perception, tracking, and semantic reasoning. But it also used more rules-based programs for other operations within the software stack. And the individual ML models made it a complex web of software, Major said.

Meanwhile, AI models originally built for language began to be applied in robots and other physical AI systems, including the development of autonomous driving. That transformer architecture made it possible to build large and complex AI models, ultimately leading to the emergence, and skyrocketing use, of ChatGPT. 

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Motional searched for ways to combine these smaller models and integrate them into a single backbone, allowing for an end-to-end architecture. It has also maintained the smaller models for developers, which Major explained gives Motional the best of both worlds.

“This is really critical for two things; One is for generalizing more easily to new cities, new environments, new scenarios,” she said. “And the other is to do this in a cost optimized way. So for example, the traffic lights might be different in the next city you go to, but you don’t have to redevelop or re-analyze those. You just collect some data, train the model, and it’s capable of operating safely in that new city.”

TechCrunch got a first-hand look at Motional’s new approach during a 30-minute autonomous drive around Las Vegas. One demo can’t provide an accurate assessment of a self-driving system. It can, however, pinpoint weaknesses and differences from previous iterations, and gauge progress. 

Progress is what I saw as the Hyundai Ioniq 5 I rode in autonomously navigated its way off Las Vegas Boulevard and into the pickup and drop-off area of the Aria Hotel. These bustling areas are notorious in La Vegas and my experience was no different as the autonomous vehicle slowly nudged its way around a stopped taxi and unloading passengers, changed lanes, then back again, passing dozens of people, giant flower pots, and cars along the way.

Motional previously operated a ride-hailing service in Las Vegas with partner Lyft using vehicles that would autonomously handle portions of a ride. Parking lots and hotel valet and app ride pickup areas were never part of those operations. A human safety operator, always behind the wheel, would take over to navigate parking lots or the busy pickup and drop-off points of hotel lobbies.

There is still more progress to be made. The graphics displayed to riders within the vehicle are still under development. And while there was never a disengagement during my demo ride — which means the human safety operator takes over — the vehicle did take its time to nudge itself around a double parked Amazon delivery van.

Still, Major argues Motional is on the right path to deploy safely and cost effectively. And its majority owner Hyundai is in it for the long haul, she said.

“I think the real long-term vision, you know, for all of this, is putting Level 4 on people’s personal cars,” Major said, referring to a term that mean the system handles all driving with no expectation of human intervention. “Robotaxis, that’s stop number one, and huge impact. But ultimately, I think any OEM would love to also integrate that into their cars.”

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#Motional #puts #center #robotaxi #reboot #targets #driverless #service #TechCrunch

The last-gen 360 Vis Nav offers a whopping 65 air watts of suction, allowing it to pull dirt, dust, and pet hair from carpets impressively well. In her brief time testing the robovac, my colleague Jennifer Pattison Tuohy said the Dyson “demolished a pile of dry oatmeal in seconds,” adding that she briefly worried it might even suck up the tassels on her large rug (it didn’t). By comparison, many robot vacuums — including Dyson’s new $1,200 Spot + Scrub AI — require multiple passes to fully eradicate the same kind of mess on your floor.

What’s more, the robovac’s small, D-shaped design and the location of its ultra-fluffy brush allow it to dig into edges and corners more effectively than many of the more roundish robot vacuums, while its lower profile lets it easily get under most beds and sofas. The roomy 500ml dustbin also means you likely won’t need to empty it too often, while Dyson’s built-in handle and terrific quick-release button make removing said bin a relatively simple task when it’s time to do so.

While it is undeniably powerful, it’s worth noting that the 360 Vis Nav lacks a few features found on some of its more modern rivals. Although its navigation worked well enough during our testing, it lacks AI-powered obstacle avoidance and doesn’t come with a self-emptying dock. Battery life is also relatively short at around 65 minutes per charge. Nonetheless, if your top priority is quickly removing dust, dirt, and pet hair from carpets without multiple passes, the Dyson remains an option worth considering, especially at this discounted price.

#Dysons #powerful #Vis #Nav #robovac #limited #timeDeals,Gadgets,Smart Home,Tech,Verge Shopping">Dyson’s powerful 360 Vis Nav robovac is down to 9.99 for a limited timeIf you’re tired of running your vacuum multiple times just to get the dirt and debris out of the carpets in your living room, Dyson’s 360 Vis Nav is worth a look. It’s one of the more powerful robot vacuums currently available, and now through May 11th (or while supplies last), it’s on sale at Woot for an all-time low of 9.99 (9 off) with a full two-year warranty.The last-gen 360 Vis Nav offers a whopping 65 air watts of suction, allowing it to pull dirt, dust, and pet hair from carpets impressively well. In her brief time testing the robovac, my colleague Jennifer Pattison Tuohy said the Dyson “demolished a pile of dry oatmeal in seconds,” adding that she briefly worried it might even suck up the tassels on her large rug (it didn’t). By comparison, many robot vacuums — including Dyson’s new ,200 Spot + Scrub AI — require multiple passes to fully eradicate the same kind of mess on your floor.What’s more, the robovac’s small, D-shaped design and the location of its ultra-fluffy brush allow it to dig into edges and corners more effectively than many of the more roundish robot vacuums, while its lower profile lets it easily get under most beds and sofas. The roomy 500ml dustbin also means you likely won’t need to empty it too often, while Dyson’s built-in handle and terrific quick-release button make removing said bin a relatively simple task when it’s time to do so.While it is undeniably powerful, it’s worth noting that the 360 Vis Nav lacks a few features found on some of its more modern rivals. Although its navigation worked well enough during our testing, it lacks AI-powered obstacle avoidance and doesn’t come with a self-emptying dock. Battery life is also relatively short at around 65 minutes per charge. Nonetheless, if your top priority is quickly removing dust, dirt, and pet hair from carpets without multiple passes, the Dyson remains an option worth considering, especially at this discounted price.#Dysons #powerful #Vis #Nav #robovac #limited #timeDeals,Gadgets,Smart Home,Tech,Verge Shopping

Woot for an all-time low of $279.99 ($919 off) with a full two-year warranty.

The last-gen 360 Vis Nav offers a whopping 65 air watts of suction, allowing it to pull dirt, dust, and pet hair from carpets impressively well. In her brief time testing the robovac, my colleague Jennifer Pattison Tuohy said the Dyson “demolished a pile of dry oatmeal in seconds,” adding that she briefly worried it might even suck up the tassels on her large rug (it didn’t). By comparison, many robot vacuums — including Dyson’s new $1,200 Spot + Scrub AI — require multiple passes to fully eradicate the same kind of mess on your floor.

What’s more, the robovac’s small, D-shaped design and the location of its ultra-fluffy brush allow it to dig into edges and corners more effectively than many of the more roundish robot vacuums, while its lower profile lets it easily get under most beds and sofas. The roomy 500ml dustbin also means you likely won’t need to empty it too often, while Dyson’s built-in handle and terrific quick-release button make removing said bin a relatively simple task when it’s time to do so.

While it is undeniably powerful, it’s worth noting that the 360 Vis Nav lacks a few features found on some of its more modern rivals. Although its navigation worked well enough during our testing, it lacks AI-powered obstacle avoidance and doesn’t come with a self-emptying dock. Battery life is also relatively short at around 65 minutes per charge. Nonetheless, if your top priority is quickly removing dust, dirt, and pet hair from carpets without multiple passes, the Dyson remains an option worth considering, especially at this discounted price.

#Dysons #powerful #Vis #Nav #robovac #limited #timeDeals,Gadgets,Smart Home,Tech,Verge Shopping">Dyson’s powerful 360 Vis Nav robovac is down to $279.99 for a limited time

If you’re tired of running your vacuum multiple times just to get the dirt and debris out of the carpets in your living room, Dyson’s 360 Vis Nav is worth a look. It’s one of the more powerful robot vacuums currently available, and now through May 11th (or while supplies last), it’s on sale at Woot for an all-time low of $279.99 ($919 off) with a full two-year warranty.

The last-gen 360 Vis Nav offers a whopping 65 air watts of suction, allowing it to pull dirt, dust, and pet hair from carpets impressively well. In her brief time testing the robovac, my colleague Jennifer Pattison Tuohy said the Dyson “demolished a pile of dry oatmeal in seconds,” adding that she briefly worried it might even suck up the tassels on her large rug (it didn’t). By comparison, many robot vacuums — including Dyson’s new $1,200 Spot + Scrub AI — require multiple passes to fully eradicate the same kind of mess on your floor.

What’s more, the robovac’s small, D-shaped design and the location of its ultra-fluffy brush allow it to dig into edges and corners more effectively than many of the more roundish robot vacuums, while its lower profile lets it easily get under most beds and sofas. The roomy 500ml dustbin also means you likely won’t need to empty it too often, while Dyson’s built-in handle and terrific quick-release button make removing said bin a relatively simple task when it’s time to do so.

While it is undeniably powerful, it’s worth noting that the 360 Vis Nav lacks a few features found on some of its more modern rivals. Although its navigation worked well enough during our testing, it lacks AI-powered obstacle avoidance and doesn’t come with a self-emptying dock. Battery life is also relatively short at around 65 minutes per charge. Nonetheless, if your top priority is quickly removing dust, dirt, and pet hair from carpets without multiple passes, the Dyson remains an option worth considering, especially at this discounted price.

#Dysons #powerful #Vis #Nav #robovac #limited #timeDeals,Gadgets,Smart Home,Tech,Verge Shopping
Parker, a well-funded startup offering corporate credit cards and banking services for e-commerce businesses, has filed for bankruptcy and is widely reported to have shut down.

The startup was part of Y Combinator’s winter 2019 cohort, and its Series A was led by Valar Ventures. 

Parker came out of stealth in 2023, touting a corporate credit that it said was designed for use by e-commerce companies. At the time, co-founder and CEO Yacine Sibous said the startup’s “secret sauce” was an underwriting process that could properly assess e-commerce cash flows. 

“We imagined building better financial products for e-commerce founders with the mission of increasing the number of financially independent people,” Sibous told TechCrunch.

Parker’s website is still up and doesn’t mention any shutdown. Instead, a banner at the top boasts that the company has raised more than $200 million in total funding, including a $125 million lending arrangement.

However, multiple social media posts state that Parker’s credit card partner Patriot Bank sent a message to customers this week confirming the shutdown. Parker’s competitors seemed to jump on the news with their own posts seeking to lure over the startup’s former customers.

And Parker’s troubles seem to be confirmed in its May 7 filing for Chapter 7 bankruptcy protection. The filing states that the company has between $50 million and $100 million in assets, with liabilities in the same range. It also states that Parker has between 100 and 199 creditors.

Techcrunch event

San Francisco, CA | October 13-15, 2026

Fintech consultant Jason Mikula recently claimed that Parker had been in negotiations for a potential acquisition, with the failure of those talks ultimately leading to the startup’s abrupt shutdown. Mirkula added that this “has left small business customers in a tough spot” and also raised “questions about [banking partner] Piermont’s and Patriot’s oversight of the program.”

Parker did not immediately respond to an email from TechCrunch. 

The company’s CEO Sibous has not explicitly acknowledged the shutdown or bankruptcy on LinkedIn, and in a recent post, he repeated the $200 million funding figure, adding that the company had reached $65 million in revenue. But he also said that if he started over, he’d do some things differently, such as: “Avoid over-hiring, reactive decisions, and doomsayers.”

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

#Fintech #startup #Parker #files #bankruptcy #TechCrunchParker,Valar Ventures,Y Combinator,Yacine Sibous">Fintech startup Parker files for bankruptcy | TechCrunch
Parker, a well-funded startup offering corporate credit cards and banking services for e-commerce businesses, has filed for bankruptcy and is widely reported to have shut down.

The startup was part of Y Combinator’s winter 2019 cohort, and its Series A was led by Valar Ventures. 







Parker came out of stealth in 2023, touting a corporate credit that it said was designed for use by e-commerce companies. At the time, co-founder and CEO Yacine Sibous said the startup’s “secret sauce” was an underwriting process that could properly assess e-commerce cash flows. 

“We imagined building better financial products for e-commerce founders with the mission of increasing the number of financially independent people,” Sibous told TechCrunch.

Parker’s website is still up and doesn’t mention any shutdown. Instead, a banner at the top boasts that the company has raised more than 0 million in total funding, including a 5 million lending arrangement.

However, multiple social media posts state that Parker’s credit card partner Patriot Bank sent a message to customers this week confirming the shutdown. Parker’s competitors seemed to jump on the news with their own posts seeking to lure over the startup’s former customers.

And Parker’s troubles seem to be confirmed in its May 7 filing for Chapter 7 bankruptcy protection. The filing states that the company has between  million and 0 million in assets, with liabilities in the same range. It also states that Parker has between 100 and 199 creditors.

	
		
		Techcrunch event
		
			
			
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													|
													October 13-15, 2026
							
			
		
	


Fintech consultant Jason Mikula recently claimed that Parker had been in negotiations for a potential acquisition, with the failure of those talks ultimately leading to the startup’s abrupt shutdown. Mirkula added that this “has left small business customers in a tough spot” and also raised “questions about [banking partner] Piermont’s and Patriot’s oversight of the program.”

Parker did not immediately respond to an email from TechCrunch. 

The company’s CEO Sibous has not explicitly acknowledged the shutdown or bankruptcy on LinkedIn, and in a recent post, he repeated the 0 million funding figure, adding that the company had reached  million in revenue. But he also said that if he started over, he’d do some things differently, such as: “Avoid over-hiring, reactive decisions, and doomsayers.”
When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.#Fintech #startup #Parker #files #bankruptcy #TechCrunchParker,Valar Ventures,Y Combinator,Yacine Sibous

Parker came out of stealth in 2023, touting a corporate credit that it said was designed for use by e-commerce companies. At the time, co-founder and CEO Yacine Sibous said the startup’s “secret sauce” was an underwriting process that could properly assess e-commerce cash flows. 

“We imagined building better financial products for e-commerce founders with the mission of increasing the number of financially independent people,” Sibous told TechCrunch.

Parker’s website is still up and doesn’t mention any shutdown. Instead, a banner at the top boasts that the company has raised more than $200 million in total funding, including a $125 million lending arrangement.

However, multiple social media posts state that Parker’s credit card partner Patriot Bank sent a message to customers this week confirming the shutdown. Parker’s competitors seemed to jump on the news with their own posts seeking to lure over the startup’s former customers.

And Parker’s troubles seem to be confirmed in its May 7 filing for Chapter 7 bankruptcy protection. The filing states that the company has between $50 million and $100 million in assets, with liabilities in the same range. It also states that Parker has between 100 and 199 creditors.

Techcrunch event

San Francisco, CA | October 13-15, 2026

Fintech consultant Jason Mikula recently claimed that Parker had been in negotiations for a potential acquisition, with the failure of those talks ultimately leading to the startup’s abrupt shutdown. Mirkula added that this “has left small business customers in a tough spot” and also raised “questions about [banking partner] Piermont’s and Patriot’s oversight of the program.”

Parker did not immediately respond to an email from TechCrunch. 

The company’s CEO Sibous has not explicitly acknowledged the shutdown or bankruptcy on LinkedIn, and in a recent post, he repeated the $200 million funding figure, adding that the company had reached $65 million in revenue. But he also said that if he started over, he’d do some things differently, such as: “Avoid over-hiring, reactive decisions, and doomsayers.”

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

#Fintech #startup #Parker #files #bankruptcy #TechCrunchParker,Valar Ventures,Y Combinator,Yacine Sibous">Fintech startup Parker files for bankruptcy | TechCrunch

Parker, a well-funded startup offering corporate credit cards and banking services for e-commerce businesses, has filed for bankruptcy and is widely reported to have shut down.

The startup was part of Y Combinator’s winter 2019 cohort, and its Series A was led by Valar Ventures. 

Parker came out of stealth in 2023, touting a corporate credit that it said was designed for use by e-commerce companies. At the time, co-founder and CEO Yacine Sibous said the startup’s “secret sauce” was an underwriting process that could properly assess e-commerce cash flows. 

“We imagined building better financial products for e-commerce founders with the mission of increasing the number of financially independent people,” Sibous told TechCrunch.

Parker’s website is still up and doesn’t mention any shutdown. Instead, a banner at the top boasts that the company has raised more than $200 million in total funding, including a $125 million lending arrangement.

However, multiple social media posts state that Parker’s credit card partner Patriot Bank sent a message to customers this week confirming the shutdown. Parker’s competitors seemed to jump on the news with their own posts seeking to lure over the startup’s former customers.

And Parker’s troubles seem to be confirmed in its May 7 filing for Chapter 7 bankruptcy protection. The filing states that the company has between $50 million and $100 million in assets, with liabilities in the same range. It also states that Parker has between 100 and 199 creditors.

Techcrunch event

San Francisco, CA | October 13-15, 2026

Fintech consultant Jason Mikula recently claimed that Parker had been in negotiations for a potential acquisition, with the failure of those talks ultimately leading to the startup’s abrupt shutdown. Mirkula added that this “has left small business customers in a tough spot” and also raised “questions about [banking partner] Piermont’s and Patriot’s oversight of the program.”

Parker did not immediately respond to an email from TechCrunch. 

The company’s CEO Sibous has not explicitly acknowledged the shutdown or bankruptcy on LinkedIn, and in a recent post, he repeated the $200 million funding figure, adding that the company had reached $65 million in revenue. But he also said that if he started over, he’d do some things differently, such as: “Avoid over-hiring, reactive decisions, and doomsayers.”

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

#Fintech #startup #Parker #files #bankruptcy #TechCrunchParker,Valar Ventures,Y Combinator,Yacine Sibous

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