Tesla has filed a new patent for “Parallel Processing System Runtime State Reload,” comprising of a system of three or more processors working in conjunction to effectively eliminate the possibility of hardware failure during the use of Autopilot or Full Self-Driving. The patent outlines a robust system of parallel processors that can operate in the event that one of them fails or experiences a runtime state error. “Should one of the parallel processors fail, at least one other processor would be available to continue performing autonomous driving functions,” the patent shows.
The patent was filed and published on August 26th and comes just a week after the company’s Artificial Intelligence Day event that was held last Thursday. Outlining a system of at least three processors operating in parallel, it is monitored by circuitry and can locate and identify if one of the three parallel-operating processors is having a runtime state error. The circuitry will then identify a second processor to switch to in the event of a runtime error, access the runtime state of the second processor, and load the runtime state of the second, operational processor into the first processor, which is experiencing a runtime error.
(Credit: Tesla)
Tesla describes the patent in detail:
“A system on a Chip (SoC) includes a plurality of processing systems arranged on a single integrated circuit. Each of these separate processing systems typically performs a corresponding set of processing functions. The separate processing systems typically interconnect via one or more communication bus structures that include an N-bit wide data bus (N, an integer greater than one). Some SoCs are deployed within systems that require high availability, e.g., financial processing systems, autonomous driving systems, medical processing systems, and air traffic control systems, among others. These parallel processing systems typically operate upon the same input data and include substantially identical processing components, e.g., pipeline structure, so that each of the parallel processing systems, when correctly operating, produces substantially the same output. Thus, should one of the parallel processors fail, at least one other processor would be available to continue performing autonomous driving functions.”
Technically speaking, the autonomous vehicle needs only one processor to function as described in an accurate fashion. However, these processors can be overloaded with data when loading into the Neural Network and could experience short-term and non-permanent operational errors. When this occurs, the system would then switch to one of the other processors for normal operation, with at least two backup processors in this patent, as it repeatedly mentions a series of three.
Tesla details its self-driving Supercomputer that will bring in the Dojo era
The second processor would then activate and load the runtime state into the first processor to make the primary processor chip operational once again:
“Thus, in order to overcome the above-described shortcomings, among other shortcomings, a parallel processing system of an embodiment of the present disclosure includes at least three processors operating in parallel, state monitoring circuitry, and state reload circuitry. The state monitoring circuitry couples to the at least three parallel processors and is configured to monitor runtime states of the at least three parallel processors and identify a first processor of the at least three parallel processors having at least one runtime state error. The state reload circuitry couples to the at least three parallel processors and is configured to select a second processor of the at least three parallel processors for state reload, access a runtime state of the second processor, and load the runtime state of the second processor into the first processor.”
The purpose of this patent is to continue system availability, even when the primary processor is experiencing functionality issues due to overuse. The two additional processors essentially act as “backup” and can determine whether autonomous driving systems are meant to be enabled if the first processor experiences an error. “With one particular example of this aspect, the parallel processing system supports autonomous driving and the respective sub-systems of the at least three parallel processors are safety sub-systems that determine whether autonomous driving is to be enabled.”
FIG. 13 is a timing diagram illustrating clocks of the circuits of FIGS. 8 and 10 according to one or more other described embodiments. As shown, the runtime state (data1) of first processor/first sub-system is determined to have at least one error. In response to this determination by the state monitoring/state reload circuitry, the signal st_reload1 is asserted to initiate the loading of runtime state (data2) from second processor/second sub-system into the first processor/first sub-system. With the embodiment of FIG. 13, a first clock (clk1) is used for the first processor/first sub-system and a second clock (clk1) is used for the second processor/second sub-system. There exists a positive skew between the first clock (clk1) and the second clock (clk2), resulting in a late cycle of the loading of the runtime state (data2) of the second processor/second sub-system into the first processor/sub-system, potentially resulting in errors in the runtime state reload process. (Credit: U.S. Patent Office)
It also appears that this patent aligns with Tesla CEO Elon Musk’s previous description of the Dojo self-driving Supercomputer, which was detailed at AI Day. To increase the accuracy and encourage the parallel operation of the processors, the system will utilize a clock input to calibrate the two processors, increasing the accuracy of the system.
Tesla has focused on accurate FSD operation and has revised its strategy on several occasions. After moving to a camera-only approach earlier this year for the Model 3 and Model Y, the company is experiencing more accurate FSD operation through the harmonized processing of its eight exterior cameras. The operation of internal processors, which are responsible for compiling, compressing, and sending data to the Neural Network, can fail temporarily, so the presence of backup processors to continue comprehending self-driving data is a positive idea.
The full patent is available below:
Tesla Patent Parallel Processing System Runtime State Reload by Joey Klender on Scribd

Elon Musk
Tesla owners doxxed by controversial anti-DOGE website in clear intimidation tactic

Tesla owners are being doxxed by a controversial anti-DOGE website in what it called an act to “empower creative expressions of protest.”
Dogequest, a website that has been created with a clearly outlined use for intimidation against Tesla owners, posted the names, addresses, phone numbers, and other contact information of those who own vehicles made by the electric vehicle manufacturer.
It was spotted by 404 Media.
The site also claims to have the information of employees at the Department of Government Efficiency, as well as the addresses of Tesla dealerships and the locations of Tesla Superchargers. The latter two are public information.
However, the website is hoping to get Tesla owners to sell their vehicles in this evident intimidation tactic. However, the information on the website, while it was seen, was not verified to prove that it contained the information of real-world Tesla owners. The site was not accessible by Teslarati at the time of publication.
The creation of a site like Dogequest is just another level that anti-Elon Musk activists are taking to attempt to destroy a company like Tesla as its CEO works with the Trump Administration to eliminate excessive government spending through the work of DOGE.
It is also the latest attack on Tesla owners, who have seen their vehicles vandalized, damaged, and even destroyed by those who disagree with the actions of Musk.
Tesla as a company has also seen several acts of retaliation against it, as everything from the arson of its showrooms and vehicles to it being kicked from the popular Vancouver Auto Show have come as a result of the recent backlash against the company.
Moving forward, there are still questions surrounding how these attacks will be combatted. The Trump Administration has indicated that acts of vandalism against Tesla would be considered a federal crime, but the tricky part of locating the culprits has proven to be extremely difficult. Only a handful have been found and held accountable.
Elon Musk
Tesla gets an upgrade on ‘upcoming material catalysts’

Tesla (NASDAQ: TSLA) received an upgraded rating on its shares from Wall Street firm Cantor Fitzgerald, who recently took a trip to Austin to visit the company’s data centers and production lines ahead of several high-profile product launches set for this year.
It was a bold move, especially considering Tesla shares are under immense pressure currently, fending off negative news regarding the company’s sentiment and potentially lower-than-expected delivery figures due to the launch of a new version of its most popular vehicle, the Model Y.
However, the bulls on Wall Street are still considering Tesla to be a safe play, especially considering its robust presence in various industries, including automotive, energy, and AI/Robotics.
Cantor Fitzgerald analyst Andres Sheppard said in a note that, during a recent visit to Tesla’s Cortex AI data centers and the production line at Gigafactory Texas, it was clear there is a lot of potential and runway for Tesla in 2025:
“On 3/18, we visited Tesla’s Cortex AI data centers and the factory’s production lines ahead of the company’s introduction of its Robotaxi segment (targeted for June in Austin, followed by CA later in 2025). With Tesla’s shares now down ~45% YRD, we upgrade Tesla to Overweight (from Neutral) ahead of upcoming material catalysts. Our $425 12-month PT is unchanged. Our Thoughts: Attractive Entry Point Ahead of Material Catalysts.”
Sheppard went on to mention the catalysts, which he believes are the Robotaxi rollout in Austin in June, along with the continued rollout of Full Self-Driving in China, the eventual rollout of FSD in Europe, and the introduction of the affordable models in the first half of this year, and those were just on the automotive side.
There are several others, including Optimus, growth in the energy division, and in the longer term, the Semi.
In terms of potential weaknesses, Sheppard expects the likely removal of the EV tax credit and some of its growth to be offset by tariffs as the two big things that stand in the way of even more growth for the company.
Tesla is up over 5 percent on Wednesday, trading at $236.86.
Elon Musk
Tesla kicked from popular auto show as event succumbs to protest pressure

Tesla has been kicked from a popular automotive show as the organizers of the massive event have succumbed to the pressure of protestors and others who oppose the electric vehicle maker.
The Vancouver Auto Show in Canada announced that it would not allow Tesla to establish a presence at the event this year, citing concerns about potential disruption from protestors and others who have been vocal about their distaste for the company and its CEO, Elon Musk.
Eric Nicholl, executive director of the Vancouver Auto International Show, said (via The Hill):
“The Vancouver Auto Show’s primary concern is the safety of attendees, exhibitors, and staff. This decision will ensure all attendees can be solely focused on enjoying the many positive elements of the event.”
Tesla was reportedly given several opportunities to voluntarily withdraw from the Vancouver Auto Show. The company evidently declined these invitations. Reps of the event itself then took it into their own hands, stating that the company would not be welcome at the event any longer.
Musk’s involvement in the Department of Government Efficiency (DOGE) under the Trump Administration seems to be the main culprit for so much pushback from the opposition.
Protest groups and organizers have put together various acts of opposition against Tesla, some more reasonable than others, in an effort to show their distaste for the company and Musk. However, many of these acts have turned violent, resulting in the vandalism or even the total destruction of vehicles. It’s one thing to use your right to protest, and it’s another to destroy people’s personal vehicles or property that belongs to the automaker.
The decision by the Vancouver Auto Show sets a dangerous precedent that the violence and destruction tactics used by groups that oppose Tesla will work. Ultimately, people’s safety is most important, but there is the impression that shows will not take the proper precautions to ensure that all companies are able to show off their products and tech at the event.
This could have been resolved with other strategies, and axing Tesla from the show altogether could result in some fans boycotting the show altogether.
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