Waymo, the driverless ride-hailing arm of Google parent company Alphabet, has now launched a new AI research model for its self-driving operations.
In a pair of press releases on its approach to AI and its new end-to-end multimodal model for autonomous driving, dubbed EMMA, Waymo has shared details about its plans for the AI research model going forward. The company says it is still using the EMMA model in research stages, rather than in operational vehicles, and the approach comes as an alternative that looks a lot like Tesla’s Full Self-Driving (FSD) and other end-to-end model approaches.
“EMMA is research that demonstrates the power and relevance of multimodal models for autonomous driving,” said Drago Anguelov, VP and Head of Research at Waymo. “We are excited to continue exploring how multimodal methods and components can contribute towards building an even more generalizable and adaptable driving stack.”
Waymo says the EMMA model uses real-world knowledge based on its Gemini language model, while the end-to-end approach is expected to eventually let autonomous vehicles operate directly from sensor data and real-time driving scenarios. The company has also highlighted its use of Large Language Models (LLMs) and Vision-Language Models (VLMs), calling its architecture the Waymo Foundation Model.
Hear the company’s executive detail the Waymo research and AI program more below.
EMMA research and criticisms
In the announcement press release about EMMA, Waymo lays out the following as key aspects of the research program:
- End-to-End Learning: EMMA processes raw camera inputs and textual data to generate various driving outputs including planner trajectories, perception objects, and road graph elements.
- Unified Language Space: EMMA maximizes Gemini’s world knowledge by representing non-sensor inputs and outputs as natural language text.
- Chain-of-Thought Reasoning: EMMA uses chain-of-thought reasoning to enhance its decision-making process, improving end-to-end planning performance by 6.7% and providing interpretable rationale for its driving decisions.
“The problem we’re trying to solve is how to build autonomous agents that navigate in the real world,” says Srikanth Thirumalai, Waymo VP of Engineering. “This goes far beyond what many AI companies out there are trying to do.”
Still, some have cast doubt on the large-scale end-to-end model, saying that it may be too risky to utilize generative AI models without including significant safeguards.
“It’s bandwagoning around something that sounds impressive but is not a solution,” said Sterling Anderson, Aurora Innovation’s Chief Product Officer, in a statement to Automotive News.
Mobileye CTO Shai Shalev-Shwartz called end-to-end approaches “a huge risk,” especially regarding the verification of decision-making process for vehicles operating on the model. It’s also worth noting that Waymo is currently only researching the approach, and it doesn’t currently have any plans to make it commercially available.
The news comes after Waymo recently closed on a $5.6 billion funding round, effectively bringing the company’s valuation up past $45 billion. The company is also working on its next generation of self-driving vehicles based on the Hyundai Ioniq 5, built at a new factory in Georgia.
What are your thoughts? Let me know at zach@teslarati.com, find me on X at @zacharyvisconti, or send us tips at tips@teslarati.com.
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Elon Musk
Elon Musk echoes worries over Tesla control against activist shareholders
Elon Musk has spoken on several occasions of the “activist shareholders” who threaten his role at Tesla.

Elon Musk continues to raise concerns over his control of Tesla as its CEO and one of its founders, as activist shareholders seem to be a viable threat to the company in his eyes.
Musk has voiced concerns over voting control of Tesla and the possibility of him being ousted by shareholders who do not necessarily have the company’s future in mind. Instead, they could be looking to oust Musk because of his political beliefs or because of his vast wealth.
We saw an example of that as shareholders voted on two separate occasions to award Musk a 2018 compensation package that was earned as Tesla met various growth goals through the CEO’s leadership.
Despite shareholders voting to award Musk with the compensation package on two separate occasions, once in 2018 and again in 2024, Delaware Chancery Court Judge Kathaleen McCormick denied the CEO the money both times. At one time, she called it an “unfathomable sum.”
Musk’s current stake in Tesla stands at 12.8 percent, but he has an option to purchase 304 million shares, which, if exercised, after taxes, he says, would bump his voting control up about 4 percent.
However, this is not enough of a stake in the company, as he believes a roughly 25 percent ownership stake would be enough “to be influential, but not so much that I can’t be overturned,” he said in January 2024.
I am uncomfortable growing Tesla to be a leader in AI & robotics without having ~25% voting control. Enough to be influential, but not so much that I can’t be overturned.
Unless that is the case, I would prefer to build products outside of Tesla. You don’t seem to understand…
— Elon Musk (@elonmusk) January 15, 2024
Musk’s concerns were echoed in another X post from Thursday, where he confirmed he has no current personal loans against Tesla stock, and he reiterated his concerns of being ousted from the company by those he has referred to in the past as “activist shareholders.”
The CEO said during the company’s earnings call in late July:
“That is a major concern for me, as I’ve mentioned in the past. I hope that is addressed at the upcoming shareholders’ meeting. But, yeah, it is a big deal. I want to find that I’ve got so little control that I can easily be ousted by activist shareholders after having built this army of humanoid robots. I think my control over Tesla, Inc. should be enough to ensure that it goes in a good direction, but not so much control that I can’t be thrown out if I go crazy.”
The X post from Thursday said:
Just fyi I don’t have personal loans at this time against Tesla stock.
Also, the taxes on the options are ~45%, so net gain in voting control is more like 4%.
It is worrying in that I don’t want to build millions of robots and then potentially be ousted by activists and…
— Elon Musk (@elonmusk) July 31, 2025
There is a concern that Musk could eventually put his money where his mouth is, and if politicians and judges are able to limit his ownership stake as they’ve been able to do with his pay package, he could eventually leave the company.
The company’s shareholders voted overwhelmingly to approve Musk’s pay package. A vast majority of those who voted to get Musk paid still want him to be running Tesla’s day-to-day operations. Without his guidance, the company could face a major restructuring and would have a vastly new look and thesis.
News
People are already finding value in Tesla Robotaxi services
Tesla initially launched its Robotaxi service in Austin, though the company more recently launched it in the Bay Area.

Tesla’s Robotaxi service is still in its earliest days, but some consumers are already finding surprising value in the autonomous ride-hailing system.
This was hinted at in recent comments on social media platform X.
Robotaxi Ramp
Tesla initially launched its Robotaxi service in Austin, though the company more recently launched it in the Bay Area. Tesla’s geofence for its Robotaxi service in the Bay Area is massive, covering several times the area that is currently serviced by rival Waymo.
As noted by the EV community members on social media, going end-to-end in Tesla’s Bay Area geofence would likely take over an hour’s worth of driving. That’s an impressive launch for the Robotaxi service in California, and considering Tesla’s momentum, its California geofence will likely grow substantially in the coming months.
Secret Advantage
As noted by Tesla owner and photographer @billykyle, the Tesla Robotaxi service actually has key advantages for people who travel a lot for their work. As per the Tesla owner, using a Robotaxi service would give back so much of his time considering that he gets about 5-7 shoots per day at times.
“I’ve been reflecting on how much of a game changer this is. As a photographer that runs my own business, servicing clients all around the Philadelphia area, I could ditch having a car and let an autonomous vehicle drive me between my 5-7 shoots I have per day. This would give me so much time back to work and message clients,” the photographer wrote in a post on X.
The Tesla owner also noted that the Robotaxi service could also solve issues with parking, as it could be tricky in cities. The Robotaxi service’s driverless nature also avoids the issue of rude and incompetent ride-hailing drivers, which are unfortunately prevalent in services such as Uber and Lyft. Ultimately, just like Unsupervised FSD, Tesla’s Robotaxi service has the potential to reclaim time for consumers. And as anyone in the business sphere would attest, time is ultimately money.
News
Tesla Robotaxi and Supercharger Diner are killing a dreaded consumer tradition
Tesla is still just charging strictly for its services–while asking for zero tips.

Tesla’s Robotaxi service and its newly launched Supercharger Diner are killing a longtime but increasingly dreaded consumer tradition in the United States. Based on videos taken of consumers using the Robotaxi service in the Bay Area, Tesla is still just charging strictly for its services–while asking for zero tips.
Tesla Services with Zero Tips
When Tesla launched the Robotaxi pilot in Austin, users quickly noticed that the company was not allowing riders to leave a tip for the service. If one were to try leaving a tip after a Robotaxi ride, the app simply flashes an image of Tesla’s meme hedgehog mascot with a “Just Kidding” message.
At the time, this seemed like a small tongue-in-cheek joke from the electric vehicle maker. The initial Robotaxi pilot in Austin was rolled out on a small scale, after all, and some social media users speculated that tipping may eventually just be introduced to the service.
But upon the opening of the Tesla Supercharger Diner, consumers also observed that the facility does not allow tipping. Tesla’s notice is simple: “Gratuity: Tesla covers tipping for staff.” This means that employees who work at the Tesla Diner make enough to not rely on gratuities from consumers.
And with the launch of the Robotaxi service in the Bay Area, users observed once more that Tesla is still not allowing tipping. This was highlighted by longtime Tesla owner @BLKMDL3, who shared a video of the Tesla Robotaxi app also briefly displaying the hedgehog mascot with a “Just Kidding” message when he tried leaving a tip.
Out of Control
As noted in a report from The Guardian, tipping has been a longstanding business practice in the United States, were service workers typically make less than the federal minimum wage. With this system in place, service workers end up relying on gratuities to make ends meet. This was understandable, but after the pandemic, tipping culture ended up going out of control.
On platforms such as Reddit, users have also complained about services like Uber asking for large tips for using their services. Consumers have also shared shocking experiences involving some services that ask for tips. These include self-checkout counters, drive-throughs, hotdog stands, drug stores, a bottled water stall at a jazz festival, an airport vending machine, a used bookstore, a cinema box office, and a children’s arcade, among others.
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