A recently-published patent application from Uber has revealed that the ride-sharing company is planning on using artificial intelligence to identify a passenger’s behavioral state, including being drunk, before being picked up. With this technology, Uber is hoping to better tailor its ride-sharing options for its ever-growing user base.
The patent, titled “Predicting user state using machine learning” describes a system that uses machine learning to study the usual behavior of Uber users. These behaviors include several factors, including location, the precision of users’ clicks on the app’s buttons, spelling accuracy when communicating with drivers, average walking speed, and how long it takes passengers to request for a ride. The usual time when users hail an Uber will also be included in the system.
According to Uber’s patent application:
“The user state model is trained to predict user state using past features in conjunction with previously-identified unusual user states. That is, the user state prediction module detects whether the user has input data in a way that is unusual for that particular user and/or in a way differing from normal user behavior that is similar to the differences for other users having unusual behavior.”
Thus, if an intoxicated user hails a ride while walking and typing clumsily, the ride-hailing company’s AI system would be able to make an assumption that the user is less than sober. Once the system detects that a user is likely drunk, it would “alter the parameters” of its service in order to match the passenger with drivers who have relevant experience and training. Based on the passenger’s state, Uber might also restrict a drunk user’s access to its shared ride services.
“the user may not be matched with any provider, or limited to providers with experience or training with users having an unusual state” reveals the patent application.
The patent is authored by members of Uber’s Trust & Safety Team, who are tasked with making the company’s service and products safer. Overall, the system stands to benefit both passengers and drivers, considering that intoxication has proven to be a problem for Uber so far. According to an investigation from CNN, at least 103 Uber drivers have been accused of abusing intoxicated passengers over the past four years. Uber drivers have also reported instances where they got assaulted by passengers who were drunk.
The use of AI systems is steadily gaining ground. In China alone, SenseTime, a company involved in mainstream smartphone applications such as AR filters, has been working with the Chinese government in developing AI solutions that are capable of matching footage from crime scenes to criminal database photos. After a funding round led by Chinese e-commerce giant Alibaba earlier this year, SenseTime’s total valuation rose to over $4.5 billion, making it one of the most valuable AI startups in the industry.
In the United States, AI is starting to get embraced by the US military, with self-driving vehicles and AI-powered weapons being in development. Just recently, Google saw protests from staff over the company’s participation in the Pentagon’s artificial intelligence initiative, Project Maven. According to reports, Google’s AI technology has been used to improve military drones’ image-processing capabilities, which has been helping the military fight threats in several regions such as the Middle East. Google, for its part, stated that its work with the Pentagon has been “mundane,” and that the technology it provided was limited only to non-offensive uses.
Elon Musk
Tesla CEO Elon Musk reveals ideal timeline for insane self-driving feature
Tesla CEO Elon Musk has extremely optimistic expectations for Full Self-Driving progress by the end of 2025.

Tesla CEO Elon Musk has revealed his ideal timeline for what would likely be the most insane self-driving feature: the ability for drivers to play video games at the wheel.
There are a handful of videos out there of drivers already performing this task. Nobody using Tesla’s Full Self-Driving suite should perform these activities, as the company maintains the system is not fully autonomous.
Drivers are responsible for the vehicle and should be prepared to take over.
Tesla has put a lot of faith in its development of Full Self-Driving and has made tremendous strides over the past few years. Capabilities have gotten more refined and accurate through various methods, including data collection and hardware improvements.
Tesla kicks Robotaxi geofence expansion into high gear in Austin
It has gotten so good that Tesla launched a Robotaxi platform in Austin, Texas, on June 22. Passengers can hop in the back of a Model Y and will be transported around the city in a confined geofence that is about 90 square meters in size. There is nobody in the driver’s seat, but there is a Safety Monitor in the passenger’s seat.
Tesla launched a similar experience in California’s Bay Area last week, but the company has placed the Safety Monitor in the driver’s seat for that region for the time being.
Eventually, Tesla will get to a point where no monitor is needed, and the vehicles will be able to drive themselves. Many believe that it is a few years away, but Musk believes Tesla could achieve it very soon.
After a video of someone playing Grand Theft Auto in their Cybertruck while operating Full Self-Driving was shared on the social media platform X, Musk said this capability would be available in “probably 3 to 6 months, depending on regulatory approval in your city and state.”
Probably 3 to 6 months, depending on regulatory approval in your city and state
— Elon Musk (@elonmusk) August 3, 2025
It is important to remember that Musk has been very optimistic regarding autonomy timelines with Tesla projects. We heard for many years that the company would have self-driving vehicles “by the end of the year,” and those projects did not come to fruition.
While there was progress, there were no fully autonomous vehicles or software versions for customers.
With that being said, Tesla has made tremendous strides in its quest for autonomous vehicles this year, and launching a Robotaxi platform was a huge step in the right direction.
Elon Musk
Tesla rewards CEO Elon Musk with massive, restricted stock package
Tesla announced a new pay package for Elon Musk that is restricted and will award him nearly $30 billion for contributions to the company.

Tesla has rewarded CEO Elon Musk with a massive, restricted stock package that equates to about $29 billion in shares in an effort to retain him as the head of the company.
It is also a package that aims to reward Musk for leading numerous Tesla projects that have brought billions in value for shareholders over the past seven years. After his 2018 pay package was rejected by a Delaware Chancery Court, Musk started to question his future at the company.
This move, performed by a Special Committee of the Tesla Board, should retain him for several years.
🚨 BREAKING: Tesla has announced that its Board has unanimously approved a recommendation from the Special Committee of the Board to grant Elon an award of restricted stock equal to approximately one-third of the compensation he earned under the 2018 CEO Performance Award.
The… https://t.co/g7RKrTymDL pic.twitter.com/dnvkILlz6H
— TESLARATI (@Teslarati) August 4, 2025
On Monday morning, Tesla shared on X that it had approved a recommendation from a Special Committee comprised of Board Chair Robyn Denholm and fellow board member Kathleen Wilson-Thompson. It aimed to compensate Musk for his “extraordinary work” and reward him after not receiving “meaningful compensation” for the last eight years.
The post stated that “Tesla is committed to honoring its promises in the 2018 CEO Performance Award and intends to compensate its CEO for his future services commensurate with his contributions to our company and shareholders, we have recommended this award as a first step, ‘good faith’ payment to Elon.”
The award includes the following:
- 96 million restricted shares of stock, subject to Elon paying a purchase price upon meeting a two-year vesting term, to be delivered after receipt of antitrust regulatory approval
- The purchase price will be equal to the split-adjusted exercise price of the stock options awarded to Elon under the 2018 CEO Performance Award ($23.34 per share)
- A requirement that Elon serve continuously in a senior leadership role at Tesla during the two-year vesting term
- A pledging allowance to cover tax payments or the purchase price
- A mandatory holding period of five years from the grant date, except to cover tax payments or the purchase price (with any sales for such purposes to be conducted through an orderly disposition in coordination with Tesla); and
- If the Delaware courts fully reinstate the 2018 CEO Performance Award, this interim award will be forfeited or returned or a portion of the 2018 CEO Performance Award will be forfeited. To put it simply, there cannot be any “double dip.” Elon will not be able to keep this new award in addition to the options he will be awarded under the 2018 CEO Performance Award, should the courts rule in our favor
The board added:
“The Special Committee believes now is the right time to take decisive action to recognize the extraordinary value that Elon created for Tesla shareholders. As such, the Board (with Elon and Kimbal Musk recusing themselves) has unanimously approved a recommendation from the Special Committee of the Board to grant Elon an award of restricted stock equal to approximately one-third of the compensation he earned under the 2018 CEO Performance Award.”
Musk and his brother, Kimbal, are both members of the Tesla board. However, both Musk brothers recused themselves from any voting on this pay package.
The move comes as Musk has hinted on several occasions that he is concerned about his control of the company. His current stake in Tesla stands at about 12.8 percent. He has said a few times he would be more comfortable with a 25 percent stake to protect himself against “activist shareholders.”
He commented on it during the Q2 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 pay package should alleviate any concerns that Tesla would lose Musk as its CEO. Retaining him is perhaps the biggest step in ensuring consistent progress is made on several fronts, including AI and Robotics.
Elon Musk
Tesla kicks Robotaxi geofence expansion into high gear in Austin
Tesla has nearly doubled its Robotaxi geofence in Austin for the second time less than two months after it initially launched.

Tesla has kicked the expansion of its Robotaxi geofence in Austin, Texas, into high gear, as it grew the service area once again early Sunday morning.
Tesla launched its Robotaxi platform in Austin on June 22, and less than a month later, it was able to expand it. After its first expansion, Tesla had a larger geofence than Waymo, which launched its driverless ride-hailing service to the public in Austin in March. Waymo expanded the week after Tesla’s first augmentation.
Waymo responds to Tesla’s Robotaxi expansion in Austin with bold statement
Now, Tesla has answered Waymo once again by developing its service area in Austin to an even larger size. We expected it, as just two weeks ago, CEO Elon Musk said that the company would be growing the Austin geofence, but did not give an indication by how much.
The first geofence in Austin was roughly 20 square miles. On July 14, when the first expansion took place, Tesla Robotaxi riders had roughly 42 square miles of downtown Austin available for travel.
On the morning of August 3, Tesla nearly doubled the geofence by growing it to roughly 80 square miles, according to Grok. For reference, Waymo’s current service area in Austin is about 90 square miles:
For those asking me, here is a comparison of the newly expanded @Tesla @robotaxi
service area (as of 3 August 2025) and the newly expanded Waymo service areas in Austin, Texas.The autonomous ride hailing service area & system capabilities scalability is certainly being tested… pic.twitter.com/uaPpEP66Cq
— Joe Tegtmeyer 🚀 🤠🛸😎 (@JoeTegtmeyer) August 3, 2025
The expansion further extends the Southern portion of the geofence, going into suburban zones such as Barton Creek.
The continuous growth shows Tesla is prepared to extend its geofence in basically any direction. Now that it is going into suburban areas, we may get to see more Austin residents experience Robotaxi for an entire evening of activities, including pickup and dropoff at home.
🚨 Tesla Austin Robotaxi geofence sizes (in square miles):
Initial: 6/22 – ~20 square miles
First Expansion: 7/14 – ~42 square miles
Second Expansion: 8/3 – ~80 square miles pic.twitter.com/IwnvSJseE4
— TESLARATI (@Teslarati) August 3, 2025
The only question that remains is how much Tesla can expand at one time. The company seems to have the ability to push the geofence to a majority of Austin, but it maintains that safety is its biggest priority.
The company was spotted testing vehicles in the West Austin suburbs in areas like Marble Falls recently, indicating that Tesla could be expanding its service area to hundreds of square miles in the coming months.
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