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Tesla is ending the era of half-hearted, compliance electric cars
Carried forward by the momentum of electric vehicles like the Tesla Model 3, upcoming EVs from experienced carmakers such as Porsche and Volvo are showing a trend in the auto industry — from this point on, the automotive market will be fought with electric cars, and there will be no turning back.
It might be difficult to imagine today considering the success of the Model 3 and the influx of electric vehicles from veteran carmakers, but there was once a time when EVs were mostly half-hearted attempts whose primary purpose was to meet the mandates set by the California Air Resource Board (CARB). The EVs produced during this period even earned a very appropriate moniker — compliance cars. Among these were the Ford Focus EV, GM’s Spark EV, the Fiat 500e, the RAV4 EV, and the Honda Fit EV, all of which were adequate vehicles, but are costly and compromised in range and cargo compared to their gas-powered counterparts.
During the height of the compliance car era, some companies opted to pursue a different path. Among these is Nissan, whose all-electric vehicle, the Leaf, was sold across the United States. The Leaf would go on to be one of the best-selling EVs in the market. Tesla also saw a lot of growth in but a few years, bringing to market the Model X SUV and the Model 3 midsize sedan. Just like the Leaf, Tesla’s electric cars sold well, finding a strong following among consumers for who prefer the company’s no-compromises approach when it comes to the safety, performance, tech, and features of its vehicles. Tesla’s momentum never really stopped, as seen in the earlier-than-expected launch of the $35,000 Standard Model 3 recently.
It could be said that Elon Musk’s tenacity and his stubborn refusal to give up when faced with large challenges is a reason behind Tesla’s success. With Tesla all but proving that there is a demand for well-designed electric vehicles, other carmakers followed suit. In 2018 alone, several electric cars from established manufacturers were released, headlined by the Jaguar I-PACE, the Audi e-tron SUV, and the Mercedes-Benz EQC. Unlike compliance cars of years past, these vehicles were hyped as essential entries into their respective companies’ shift towards electric mobility. Nevertheless, some of these vehicles, such as the EQC, still carried over much of its gas-powered siblings’ characteristics, such as a front trunk full of components.
More recent electric vehicles from experienced carmakers seem to be better-designed. The Polestar 2 from Volvo, for one, proved impressive during its launch. With its dual motors that produce 408 hp, its deep integration of Google’s Android software, and a starting price of $45,000, the Polestar 2 can serve as an alternative for buyers who do not wish to purchase a Model 3. The Porsche Taycan, which is expected to be unveiled later this year, was also carefully designed from the ground-up as a high-performance electric car. Porsche has fully committed to electrification, with the company retiring its diesel lineup in favor of greener options. In the same way that the Polestar 2 can be an alternative to the Model 3, the Taycan can also be the perfect vehicle for buyers who wish to purchase a large sedan that is not a Tesla Model S.
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- Porsche Taycan rendering via TaycanForum.com
The Polestar 2 and the Porsche Taycan. (Photo: Polestar, TaycanForum.com)
If there is anything more that experienced automakers can do, it is to produce their premium electric vehicles in large quantities. Porsche, despite being a low-volume carmaker, is adopting this strategy, with the Taycan’s initial 20,000 a year output being changed to 40,000 per year. Volvo is planning to produce a decent number of Polestar 2 every year as well, with the company planning on an output “north of” 50,000 units per year. This is something highlighted by Elon Musk in a tweet earlier this year, when he noted that Tesla’s competition is “not the small trickle of non-Tesla electric cars being produced, but rather the enormous flood of gasoline cars pouring out of the world’s factories every day.”
Elon Musk will be the first person to remind anyone that Tesla’s primary goal has always been to accelerate the advent of sustainable transport. Considering the influx of electric vehicles from veteran carmakers, as well as seemingly solid entries from younger companies like Rivian, it appears that finally, after years of swimming against the current, the auto industry is finally getting on board with Tesla’s mission. For Elon Musk, at least, it appears that his Master Plan, which outlines his vision for sustainable transportation, is coming together.
Elon Musk
Elon Musk’s xAI bets $20B on Mississippi with 2GW AI data center project
The project is expected to create hundreds of permanent jobs, dramatically expand xAI’s computing capacity, and further cement the Mid-South as a growing hub for AI infrastructure.
Elon Musk’s xAI plans to pour more than $20 billion into a massive new data center campus in Southaven, Mississippi, marking the largest single economic development project in the state’s history.
The project is expected to create hundreds of permanent jobs, dramatically expand xAI’s computing capacity, and further cement the Mid-South as a growing hub for AI infrastructure.
xAI goes MACROHARDRR in Mississippi
xAI has acquired and is retrofitting an existing facility in Southaven to serve as a new data center, which will be known as “MACROHARDRR.” The site sits near a recently acquired power plant and close to one of xAI’s existing data centers in Tennessee, creating a regional cluster designed to support large-scale AI training and inference.
Once completed, the Southaven facility is expected to push the company’s total computing capacity to nearly 2 GW, placing it among the most powerful AI compute installations globally. The data center is scheduled to begin operations in February 2026.
Gov. Tate Reeves shared his optimism about the project in a press release. “This record-shattering $20 billion investment is an amazing start to what is sure to be another incredible year for economic development in Mississippi. Today, Elon Musk is bringing xAI to DeSoto County, a project that will transform the region and bring amazing opportunities to its residents for generations. This is the largest economic development project in Mississippi’s history,” he said.
xAI’s broader AI ambitions
To secure the investment, the Mississippi Development Authority approved xAI for its Data Center Incentive program, which provides sales and use tax exemptions on eligible computing hardware and software. The City of Southaven and DeSoto County are also supporting the project through fee-in-lieu agreements aimed at accelerating development timelines and reducing upfront costs.
Founded in 2023 by Elon Musk, xAI develops advanced artificial intelligence systems focused on large-scale reasoning and generative applications. Its flagship product, Grok, is integrated with the social media platform X, alongside a growing suite of APIs for image generation, voice, and autonomous agents, including offerings tailored for government use.
Elon Musk highlighted xAi’s growth and momentum in a comment about the matter. “xAI is scaling at an immeasurable pace — we are building our third massive data center in the greater Memphis area. MACROHARDRR pushes our Colossus training compute to ~2GW – by far the most powerful AI system on Earth. This is insane execution speed by xAI and the state of Mississippi. We are grateful to Governor Reeves for his support of building xAI at warp speed,” Musk said.
Tesla’s Head of AI, Ashok Elluswamy, says that something that was expected with version 14.3 of the company’s Full Self-Driving platform has already partially shipped with the current build of version 14.2.
Tesla and CEO Elon Musk have teased on several occasions that reasoning will be a big piece of future Full Self-Driving builds, helping bring forth the “sentient” narrative that the company has pushed for these more advanced FSD versions.
Back in October on the Q3 Earnings Call, Musk said:
“With reasoning, it’s literally going to think about which parking spot to pick. It’ll drop you off at the entrance of the store, then go find a parking spot. It’s going to spot empty spots much better than a human. It’s going to use reasoning to solve things.”
Musk said in the same month:
“By v14.3, your car will feel like it is sentient.”
Amazingly, Tesla Full Self-Driving v14.2.2.2, which is the most recent iteration released, is very close to this sentient feeling. However, there are more things that need to be improved, and logic appears to be in the future plans to help with decision-making in general, alongside other refinements and features.
On Thursday evening, Elluswamy revealed that some of the reasoning features have already been rolled out, confirming that it has been added to navigation route changes during construction, as well as with parking options.
He added that “more and more reasoning will ship in Q1.”
🚨 Tesla’s Ashok Elluswamy reveals Nav decisions when encountering construction and parking options contain “some elements of reasoning”
More uses of reasoning will be shipped later this quarter, a big tidbit of info as we wait v14.3 https://t.co/jty8llgsKM
— TESLARATI (@Teslarati) January 9, 2026
Interestingly, parking improvements were hinted at being added in the initial rollout of v14.2 several months ago. These had not rolled out to vehicles quite yet, as they were listed under the future improvements portion of the release notes, but it appears things have already started to make their way to cars in a limited fashion.
Tesla Full Self-Driving v14.2 – Full Review, the Good and the Bad
As reasoning is more involved in more of the Full Self-Driving suite, it is likely we will see cars make better decisions in terms of routing and navigation, which is a big complaint of many owners (including me).
Additionally, the operation as a whole should be smoother and more comfortable to owners, which is hard to believe considering how good it is already. Nevertheless, there are absolutely improvements that need to be made before Tesla can introduce completely unsupervised FSD.
Elon Musk
Tesla’s Elon Musk: 10 billion miles needed for safe Unsupervised FSD
As per the CEO, roughly 10 billion miles of training data are required due to reality’s “super long tail of complexity.”
Tesla CEO Elon Musk has provided an updated estimate for the training data needed to achieve truly safe unsupervised Full Self-Driving (FSD).
As per the CEO, roughly 10 billion miles of training data are required due to reality’s “super long tail of complexity.”
10 billion miles of training data
Musk comment came as a reply to Apple and Rivian alum Paul Beisel, who posted an analysis on X about the gap between tech demonstrations and real-world products. In his post, Beisel highlighted Tesla’s data-driven lead in autonomy, and he also argued that it would not be easy for rivals to become a legitimate competitor to FSD quickly.
“The notion that someone can ‘catch up’ to this problem primarily through simulation and limited on-road exposure strikes me as deeply naive. This is not a demo problem. It is a scale, data, and iteration problem— and Tesla is already far, far down that road while others are just getting started,” Beisel wrote.
Musk responded to Beisel’s post, stating that “Roughly 10 billion miles of training data is needed to achieve safe unsupervised self-driving. Reality has a super long tail of complexity.” This is quite interesting considering that in his Master Plan Part Deux, Elon Musk estimated that worldwide regulatory approval for autonomous driving would require around 6 billion miles.
FSD’s total training miles
As 2025 came to a close, Tesla community members observed that FSD was already nearing 7 billion miles driven, with over 2.5 billion miles being from inner city roads. The 7-billion-mile mark was passed just a few days later. This suggests that Tesla is likely the company today with the most training data for its autonomous driving program.
The difficulties of achieving autonomy were referenced by Elon Musk recently, when he commented on Nvidia’s Alpamayo program. As per Musk, “they will find that it’s easy to get to 99% and then super hard to solve the long tail of the distribution.” These sentiments were echoed by Tesla VP for AI software Ashok Elluswamy, who also noted on X that “the long tail is sooo long, that most people can’t grasp it.”
Elon Musk’s xAI bets $20B on Mississippi with 2GW AI data center project
Tesla AI Head says future FSD feature has already partially shipped
