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Volkswagen, a rocky $50B EV bet, and the bid to chase Tesla’s software prowess

The Volkswagen ID.3. (Credit: John Foulkes/Twitter)

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Among the old guard of the automotive industry, very few could hold a candle to Volkswagen, which has initiated a $50 billion bet on electric vehicles. The plan, it seemed, was aimed at ensuring that the veteran automaker could catch up to Tesla, a dedicated EV maker that has made a name for itself by releasing vehicles that receive over-the-air updates on a regular basis. 

Yet as the first result of Volkswagen’s dedicated EV efforts, the ID.3, rolled off the assembly line, it became clear that releasing software-driven electric cars was not as simple as building the next iteration of the Golf. When the ID.3 was released, the vehicle was incomplete. It could drive, turn corners, and basically do anything that regular cars are expected to do. Software-wise, however, it was nowhere near done. Features that were promised were absent, and promised capabilities such as over-the-air updates were unavailable. 

(Credit: Herbert Diess/LinkedIn)

Even the ID.3’s heads-up display, a feature that is not present in rivals like the Model 3, didn’t function. Early users of the vehicle also reported hundreds of software bugs. By June last year, Volkswagen decided to delay the ID.3’s launch and sell the first batch of the cars without full software. The vehicles are expected to receive an update that would provide the ID.3 with its full feature set, but the initiative will require a service visit around February 2021. 

As noted in a report from The Wall Street Journal, Volkswagen’s issues with the ID.3 were the result of the veteran automaker not being proficient in software. For years, industry analysts and leaders alike have suggested and peddled the “Tesla Killer” narrative, suggesting that once the big players of the auto industry get serious about electric vehicles, Elon Musk’s EV startup would be completely overrun. As it turned out, building electric cars was not as simple. Just because a company can produce good gas and diesel-powered cars does not mean that they can produce good EVs. 

Karsten Michels, a senior engineer for Continental AG, one of the firms which Volkswagen tapped to develop the ID.3’s software, noted that the gravity of the task surrounding the development of custom vehicle software was underestimated. “Maybe we underestimated how much work is involved and how little we could actually rely on existing legacy software,” Michels said. 

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(Credit: Volkswagen)

Peter Rawlinson, CEO of Lucid Motors, expressed his thoughts on the situation. “(Ever since Tesla launched its first car in 2008) there was this feeling that the really serious players are going to come. Now, the Germans have finally come, and they’re not as good as Tesla,” he remarked. 

Volkswagen, for its part, seems to be taking the lessons it learned during the ID.3 rollout and is applying it for the release of the ID.4, a crossover SUV that could rival the Tesla Model Y. Herbert Diess, the Chairman of the Board of Management of Volkswagen Group and an executive who has struck a friendship of sorts with Tesla CEO Elon Musk, initiated efforts to overhaul the company’s software strategies. If successful, the ID.4, which will be produced in Europe, China, and the United States, would deliver on the promises set forth by the ID.3. 

Ultimately, Volkswagen has learned a notable yet painful lesson during the ramp of the ID.3, the most notable of which is that software is something that legacy automakers still need to work on. Granted, software has been running in gas-powered cars for years, with average vehicles including dozens of parts with chips that are designed to perform specific tasks. EVs, however, require a different type of software, one that is more akin to those used by smartphones today. With electric cars, in-vehicle software becomes the heart of the vehicle, with updates becoming the equivalent of service visits in a gas-powered car. In-vehicle software today is never complete as well, as they must always be open to improvements. 

Danny Shapiro, senior director of automotive at Nvidia, related his thoughts on the complexity of in-vehicle software. “The key here is taking this distributed system in the car, dozens if not hundreds of applications, and centralizing everything. This is very complex, especially with a car where the safety level is critical. You can’t just flip a switch and be a software company,” he noted. 

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Simon is an experienced automotive reporter with a passion for electric cars and clean energy. Fascinated by the world envisioned by Elon Musk, he hopes to make it to Mars (at least as a tourist) someday. For stories or tips--or even to just say a simple hello--send a message to his email, simon@teslarati.com or his handle on X, @ResidentSponge.

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Elon Musk’s xAI wins permit for power plant supporting AI data centers

The development was reported by CNBC, citing confirmation from the Mississippi Department of Environmental Quality (MDEQ).

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Mississippi regulators have approved a permit allowing Elon Musk’s artificial intelligence company xAI to construct a natural gas power plant in Southaven. The facility is expected to support the company’s expanding AI infrastructure tied to its Colossus data center operations near Memphis.

The development was reported by CNBC, citing confirmation from the Mississippi Department of Environmental Quality (MDEQ).

According to the report, regulators “voted to approve the permit” of xAI subsidiary MZX Tech LLC to construct a power plant featuring 41 natural gas-burning turbines “after careful consideration of all public comments and community concerns.”

The Mississippi Department of Environmental Quality stated that the permit followed a regulatory review process that included public comments and community input. Jaricus Whitlock, air division chief for the MDEQ, stated that the project met all applicable environmental standards.

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“The proposed PSD permit in front of the board today not only meets all state and federal permitting regulations, but goes above and beyond what is required by law. MDEQ and the EPA agree that not a single person around our facilities will be exposed to unhealthy levels of air pollution,” Whitlock stated.

The planned facility will help provide electricity for xAI’s AI computing infrastructure in the Memphis region.

The Southaven project forms part of xAI’s efforts to scale computing capacity for its artificial intelligence systems.

The company currently operates two major data centers in Memphis, known as Colossus 1 and Colossus 2, which provide computing power for xAI’s Grok AI models. xAI is also planning to build another large data center in Southaven called Macrohardrr, which would be located in a warehouse previously used by GXO Logistics.

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Large-scale AI training requires substantial computing power and electricity, prompting technology companies to develop dedicated energy infrastructure for their data centers.

SpaceX President Gwynne Shotwell previously stated that xAI plans to develop 1.2 gigawatts of power capacity for its Memphis-area AI supercomputer site as part of the federal government’s Ratepayer Protection Pledge. The commitment was announced during an event with United States President Donald Trump.

“As part of today’s commitment, we will take extensive additional steps to continue to reduce the costs of electricity for our neighbors. xAI will therefore commit to develop 1.2 GW of power as our supercomputer’s primary power source. That will be for every additional data center as well. We will expand what is already the largest global Megapack power installation in the world,” Shotwell said.

“The installation will provide enough backup power to power the city of Memphis, and more than sufficient energy to power the town of Southaven, Mississippi where the data center resides. We will build new substations and invest in electrical infrastructure to provide stability to the area’s grid.”

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Tesla China teases Optimus robot’s human-looking next-gen hands

The image was shared by Tesla AI’s account on Weibo and later reposted by Tesla community members on X.

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Credit: Tesla China

A new teaser shared by Tesla’s China team appears to show a pair of unusually human-like hands for Optimus. 

The image was shared by Tesla AI’s account on Weibo and later reposted by Tesla community members on X.

As could be seen in the teaser image, the new version of Optimus’ hands features proportions and finger structures that look strikingly similar to those of a human hand. Their appearance suggests that they might have dexterity approaching that of a human hand.

If the image reflects a new generation of Optimus’ hands, it could indicate Tesla is continuing to refine one of the most critical components of its humanoid robot.

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Hands are widely viewed as one of the most difficult engineering challenges in robotics. For Optimus to perform complex real-world work, from manufacturing tasks to household activities, its hands would need to be the best in the industry.

Elon Musk has repeatedly described Optimus as Tesla’s most important long-term product. In posts on social media platform X, Musk has stated that Optimus could eventually become the first real-world Von Neumann machine.

In theory, a Von Neumann machine is a self-replicating system capable of building copies of itself using available materials. The concept was originally proposed by mathematician John von Neumann in the mid-20th century.

“Optimus will be the first Von Neumann machine, capable of building civilization by itself on any viable planet,” Musk wrote in a post on X.

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If Optimus is expected to carry out complex work autonomously in the future, high levels of dexterity will likely be essential. This makes the development of advanced robotic hands a key step towards Musk’s long-term expectations for the product.

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Tesla Cybercab ramps Robotaxi public street testing as vehicle enters mass production queue

Recent sightings on public roads and growing fleet activity at Giga Texas signal Tesla’s accelerating push toward the Cybercab’s commercial launch.

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Tesla Cybercab spotted in San Jose, CA testing on public roads with Robotaxi validation equipment [Credit: Nic Cruz Patane via X]

Tesla Cybercab is being spotted with increasing frequency both on public roads and across the grounds of Gigafactory Texas, suggesting that the company’s road testing and validation program is ramping meaningfully ahead of mass production.

A total of 25 Cybercab units were recently observed across three separate locations at Giga Texas by drone observer Joe Tegtmeyer — with 14 metallic gold units parked in a tight formation outside the factory exit, nine more at the crash testing facility undergoing structural and safety validations, and two additional units at the west end-of-line area for final checks.

The activity on public roads is just as telling. The Cybercab was spotted testing on public roads for the first time last October, near Tesla’s Engineering Headquarters in Los Altos, California, marking a significant development in the vehicle’s progression toward commercial readiness. As expected at that early stage, a safety driver was present in the seat.

Since then, sightings have only become more frequent. Community observers on X have posted fresh footage of Cybercabs navigating public streets in Silicon Valley, with each new clip adding to a growing body of evidence that Tesla’s validation efforts are well underway. The production backdrop supports the momentum. Tesla’s production line at Giga Texas moved into a higher volume early in March, representing what observers are calling the largest single-day grouping of Cybercabs seen to date.

Tesla Cybercab spotted testing on public roads in Los Gatos, CA – March 10, 2026 [Credit: Osman Sarood via X]

CEO Elon Musk has been clear-eyed about what to expect from the ramp. “It’s an all-new product and radical redesign of car manufacturing to achieve ~5X higher production rate, which means the output S-curve will be very slow in the beginning, but ultimately super high volume,” Musk wrote on X. “For Cybercab and Optimus, almost everything is new, so the early production rate will be agonizingly slow, but eventually end up being insanely fast.”

Tesla ramps Cybercab test manufacturing ahead of mass production

Musk has also stated that Tesla is aiming for at least 2 million Cybercab units per year across more than one factory, with a potential ceiling of 4 million annually.

With testing activity on public roads accelerating and factory output visibly increasing week over week, the coming months at Giga Texas are set to be pivotal in determining how quickly Tesla can bring the Cybercab from validation to volume.

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