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Tesla Effect: Expert dives into EV adoption and the internal combustion engine’s death
When Elon Musk took the helm as CEO of Tesla, he aimed to disrupt the transportation industry to such a degree that electric mobility becomes the preferred, primary form of transportation. It was a lofty goal, near-impossible at the time. Yet, more than a decade and several all-electric vehicles later, Musk’s dream and his all-too-familiar Master Plan are actually happening.
Spurred by the success and the demand generated by vehicles like the Tesla Model S and Model 3, the auto industry is shifting towards electric transportation. Coupled with the ongoing climate emergency, several regions across the globe are also looking to drastically reduce their emissions, and one of the ways they are doing that is by phasing out the internal combustion engine. Paul Eichenberg, managing director of Paul Eichenberg Strategic Consulting and a longtime veteran in the auto industry, discussed these shifts in a recent appearance at Autoline After Hours.
During his discussions, Eichenberg noted that the auto industry, including the companies comprising its large supply chain, is already undergoing a steady departure from ICE technology. Aggressive emissions targets in regions such as Europe and China will eventually make it impossible for gas and diesel-powered vehicles to comply unless they become electric. Technological advancements such as autonomous driving solutions are also becoming a priority. This could be seen in how massive companies such as Volkswagen and Ford are currently partnering in a push towards EVs and full self-driving technology. Eichenberg noted that there would likely be more high-profile collaborations in the near future.
It is at this point that Tesla’s disruption, the “Tesla Effect,” if you may, becomes incredibly evident. Tesla might still be learning the ropes when it comes to running a car business, but it is becoming undeniable that the company has created an objectively superior product. Sandy Munro, who has torn down the Tesla Model 3 and other EVs like the Chevy Bolt and the BMW i3, remarked that Tesla’s electric sedan is at least a generation ahead of what other companies have put on the road in terms of the architecture, the electronic systems, and the software surrounding the vehicle. Tesla still needs to figure out a consistent way to make money, but in terms of the electric cars themselves, the company seems to have everything figured out.
With traditional auto catching up to upstart companies like Tesla, large carmakers are now looking to leverage the innovations from younger, smaller companies. This could be seen in how Ford willingly invested in Rivian, which has developed its own skateboard platform that features much of the same concepts as Tesla’s skateboard chassis. Eichenberg, citing an OEM he spoke with prior to the announcement of Ford’s Rivian investment, stated that building a skateboard similar to Rivian’s and Tesla’s will likely result in a seven-year lead in the marketplace.
With electric cars being far more straightforward in terms of parts and components, a significant number of companies whose businesses rely on the internal combustion engine are currently being faced with a dilemma. Eichenberg gave an example of this in a brief discussion about forgings. “If you look at the forgings, a typical vehicle like the Pacifica — you know, V6, 8-speed — that has 107 forgings in it, in just that traditional ICE engine ecosystem. When you go to an electric vehicle, whether it’s the (BMW) i3, the Teslas, the (Chevy) Bolt, whatever it is, there’s eight or nine. So you have a 90% over-capacitation of an industry. And here’s an industry that’s only 90 billion globally, and half of everything it does is in the engine-transmission ecosystem,” he said.
Elaborating further, Eichenberg mentioned that big-tier corporations such as Honeywell and Delphi, whose businesses are tied to the internal combustion engine, are now positioning themselves through spinoffs as a way to shed their ICE-centered assets. Unfortunately, smaller companies don’t have it as easy, particularly as private equities and investors do not seem interested in ICE innovations anymore. Eichenberg shared the story of Dayco, a private equity-owned business which experienced multiple failed sale processes. Eventually, the company ended up taking the deal to China, where it failed to receive a single bid. Among the key reasons behind these failures was Dayco’s line of business.
“Why is Dayco an indication of what private equities are going to do? It’s because Dayco makes pulley systems that go in front of the internal combustion engine. And of course, what’s been the first element to be electrified? All the pumps and all these systems that run off this pulley system. So, the market has already recognized, ‘Hey you know what, we’re not interested in these types of assets,’” he said.
Overall, it appears that traditional automakers’ decision to “wait and see” if Tesla survives and succeeds was a miscalculation at best. As it turned out, well-designed, long-range electric cars caught on, and with the advent of the Tesla Model 3 Standard Plus, which currently starts below $40,000 with Autopilot as standard, it is now becoming quite evident just how much catching up is needed for traditional auto to thrive (or even survive) in the age of the electric car. Yet, as more large automakers collaborate on technology that companies like Tesla have developed on their own, and as investments flow into young, innovative companies like Rivian, it is becoming a certainty that the internal combustion engine is indeed on its twilight years.
Watch Paul Eichenberg’s segment in Autoline After Hours in the video below.
Elon Musk
Tesla Terafab set for launch: Inside the $20B AI chip factory that will reshape the auto industry
Tesla set to launch “Terafab Project: A vertically integrated chip fabrication effort combining logic processing, memory, and advanced packaging.
Tesla is making one of the boldest bets in its history. On March 14, Elon Musk posted on X that the “Terafab Project launches in 7 days,” pointing to March 21, 2026 as the start date for what he has described as a vertically integrated chip fabrication effort combining logic processing, memory, and advanced packaging.
Tesla first confirmed Terafab on its January 28, 2026 earnings call, where Musk told investors the company needs to build a chip fabrication facility to avoid a supply constraint projected to materialize within three to four years. But the seeds were planted even earlier. At Tesla’s annual general meeting last year, Musk warned that even in the best-case scenario for chip production from their suppliers, it still wouldn’t be enough, and declared that building a “gigantic chip fab” simply had to be done.
While there has been no official announcement on where Tesla plans to break ground on the massive Terafab, all signs point to the North Campus of Giga Texas in Austin.
Months of speculation has surrounded Tesla’s North Campus expansion at Giga Texas, where drone footage captured by observer Joe Tegtmeyer revealed massive construction site preparation just north of the existing factory on a scale that rivals the original Giga Texas footprint itself.
Samsung’s Tesla AI5/AI6 chip factory to start key equipment tests in March: report
The project is projected to produce 100–200 billion AI and memory chips annually, targeting 100,000 wafer starts per month, at an estimated cost of $20 billion. Tesla is targeting 2-nanometre process technology and anticipated to be the most advanced node currently in commercial production. Dubbed the Tesla AI5 chip, the chip will pack 40x–50x more compute performance and 9x more memory than AI4, and will be among the first products Terafab factory is set to produce. This highly optimized, and massively powerful inference chip is designed to make full self-driving (FSD) and Tesla’s Optimus robots faster, safer, and with full autonomy.
(Credit: Tesla)
This is where Terafab becomes a genuine game-changer. If Tesla successfully builds a 2nm chip fab at scale, it becomes one of only a handful of entities that’s capable of producing AI silicon in-house, with competitive implications that extend far beyond Tesla’s own vehicles, and potentially positioning Tesla as a chip supplier or licensor to other industries.
Credit: @serobinsonjr/X
The next-gen Tesla AI chips will power advancements in Full Self-Driving software, the Cybercab Robotaxi program, and the Optimus humanoid robot line. Musk’s projections for Optimus require chip volumes that no existing external supplier can commit to on Tesla’s timeline.Competitors like Waymo and GM’s Cruise remain dependent on third-party silicon, leaving them exposed to the same supply chain vulnerabilities Tesla is now working to eliminate entirely.
The Terafab launch this week may not mean a factory opens its doors overnight, but it signals Tesla is serious about owning the entire AI stack, from software to silicon.
Elon Musk
What is Digital Optimus? The new Tesla and xAI project explained
At its core, Digital Optimus operates through a dual-process architecture inspired by human cognition.
Tesla and xAI announced their groundbreaking joint project, Digital Optimus, also nicknamed “Macrohard” in a humorous jab at Microsoft, earlier this week.
This software-based AI agent is designed to automate complex office workflows by observing and replicating human interactions with computers. As the first major outcome of Tesla’s $2 billion investment in xAI, it represents a powerful fusion of hardware efficiency and advanced reasoning.
At its core, Digital Optimus operates through a dual-process architecture inspired by human cognition.
Macrohard or Digital Optimus is a joint xAI-Tesla project, coming as part of Tesla’s investment agreement with xAI.
Grok is the master conductor/navigator with deep understanding of the world to direct digital Optimus, which is processing and actioning the past 5 secs of…
— Elon Musk (@elonmusk) March 11, 2026
Tesla’s specialized AI acts as “System 1”—the fast, instinctive executor—processing the past five seconds of real-time computer screen video along with keyboard and mouse actions to perform immediate tasks.
xAI’s Grok model serves as “System 2,” the strategic “master conductor” or navigator, providing high-level reasoning, world understanding, and directional oversight, much like an advanced turn-by-turn navigation system.
When combined, the two can create a powerful AI-based assistant that can complete everything from accounting work to HR tasks.
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The system runs primarily on Tesla’s low-cost AI4 inference chip, minimizing expensive Nvidia resources from xAI for competitive, real-time performance.
Elon Musk described it as “the only real-time smart AI system” capable, in principle, of emulating the functions of entire companies, handling everything from accounting and HR to repetitive digital operations.
Timelines point to swift deployment. Announced just days ago, Musk expects Digital Optimus to be ready for user experience within about six months, targeting rollout around September 2026.
It will integrate into all AI4-equipped Tesla vehicles, enabling parked cars to handle office work during downtime. Millions of dedicated units are also planned for deployment at Supercharger stations, tapping into roughly 7 gigawatts of available power.
Oh and it works in all AI4-equipped cars, so your car can do office work for you when not driving.
We’re also deploying millions of dedicated Digital Optimus units in the field at Superchargers where we have ~7 gigawatts of available power.
— Elon Musk (@elonmusk) March 12, 2026
Digital Optimus directly supports Tesla’s broader autonomy strategy. It leverages the same end-to-end neural networks, computer vision, and real-time decision-making tech that power Full Self-Driving (FSD) software and the physical Optimus humanoid robot.
By repurposing idle vehicle compute and extending AI4 hardware beyond driving, the project scales Tesla’s autonomy ecosystem from roads to digital workspaces.
As a virtual counterpart to physical Optimus, it divides labor: software agents manage screen-based tasks while humanoid robots tackle physical ones, accelerating Tesla’s vision of general-purpose AI for productivity, Robotaxi fleets, and beyond.
In essence, Digital Optimus bridges Tesla’s vehicle and robotics autonomy with enterprise-scale AI, promising massive efficiency gains. No other company currently matches its real-time capabilities on such accessible hardware.
It really could be one of the most crucial developments Tesla and xAI begin to integrate, as it could revolutionize how people work and travel.
News
Tesla adds awesome new driving feature to Model Y
Tesla is rolling out a new “Comfort Braking” feature with Software Update 2026.8. The feature is exclusive to the new Model Y, and is currently unavailable for any other vehicle in the Tesla lineup.
Tesla is adding an awesome new driving feature to Model Y vehicles, effective on Juniper-updated models considered model year 2026 or newer.
Tesla is rolling out a new “Comfort Braking” feature with Software Update 2026.8. The feature is exclusive to the new Model Y, and is currently unavailable for any other vehicle in the Tesla lineup.
Tesla writes in the release notes for the feature:
“Your Tesla now provides a smoother feel as you come to a complete stop during routine braking.”
🚨 Tesla has added a new “Comfort Braking” update with 2026.8
“Your Tesla provides a smoother feel as you come to a complete stop during routine braking.” https://t.co/afqCpBSVeA pic.twitter.com/C6MRmzfzls
— TESLARATI (@Teslarati) March 13, 2026
Interestingly, we’re not too sure what catalyzed Tesla to try to improve braking smoothness, because it hasn’t seemed overly abrupt or rough from my perspective. Although the brake pedal in my Model Y is rarely used due to Regenerative Braking, it seems Tesla wanted to try to make the ride comfort even smoother for owners.
There is always room for improvement, though, and it seems that there is a way to make braking smoother for passengers while the vehicle is coming to a stop.
This is far from the first time Tesla has attempted to improve its ride comfort through Over-the-Air updates, as it has rolled out updates to improve regenerative braking performance, handling while using Full Self-Driving, improvements to Steer-by-Wire to Cybertruck, and even recent releases that have combatted Active Road Noise.
Tesla holds a unique ability to change the functionality of its vehicles through software updates, which have come in handy for many things, including remedying certain recalls and shipping new features to the Full Self-Driving suite.
Tesla seems to have the most seamless OTA processes, as many automakers have the ability to ship improvements through a simple software update.
We’re really excited to test the update, so when we get an opportunity to try out Comfort Braking when it makes it to our Model Y.
Tesla Terafab set for launch: Inside the $20B AI chip factory that will reshape the auto industry
What is Digital Optimus? The new Tesla and xAI project explained
