This is a preview from our weekly newsletter. Each week I go ‘Beyond the News’ and handcraft a special edition that includes my thoughts on the biggest stories, why it matters, and how it could impact the future.
Earlier this week, NTSB Chief Jennifer Homendy made some disparaging comments regarding Tesla’s use of “Full Self-Driving” to explain its semi-autonomous driving suite. The remarks from Homendy show that Tesla may not have a fair chance when it ultimately comes to proving the effectiveness of its FSD program, especially considering agency officials, who should remain impartial, are already making misdirected comments regarding the name of the suite.
In an interview with the Wall Street Journal, Homendy commented on the company’s use of the phrase “Full Self-Driving.” While Tesla’s FSD suite is admittedly not capable of Level 5 autonomy, the idea for the program is to eventually roll out a fully autonomous driving program for those who choose to invest in the company’s software. However, instead of focusing on the program’s effectiveness and commending Tesla, arguably the leader in self-driving developments, Homendy concentrates on the terminology.
Homendy said Tesla’s use of the term “Full Self-Driving” was “misleading and irresponsible,” despite the company confirming with each driver who buys the capability that the program is not yet fully autonomous. Drivers are explicitly told to remain vigilant and keep their hands on the wheel at all times. It is a requirement to use Autopilot or FSD, and failure to do so can result in being locked in “Autopilot jail” for the duration of your trip. Nobody wants that.
However, despite the way some media outlets and others describe Tesla’s FSD program, the company’s semi-autonomous driving functionalities are extraordinarily safe and among the most complex on the market. Tesla is one of the few companies attempting to solve the riddle that is self-driving, and the only to my knowledge that has chosen not to use LiDAR in its efforts. Additionally, Tesla ditched radar just a few months ago in the Model Y and Model 3, meaning cameras are the only infrastructure the company plans to use to keep its cars moving. Several drivers have reported improvements due to the lack of radar.
These comments regarding FSD and Autopilot are simple: The terminology is not the focus; the facts are. The truth is, Tesla Autopilot recorded one of its safest quarters, according to the most recently released statistics that outlined an accident occurring on Autopilot just once every 4.19 million miles. The national average is 484,000 miles, the NHTSA says.
It isn’t to say that things don’t happen. Accidents on Autopilot and FSD do occur, and the NHTSA is currently probing twelve incidents that have shown Autopilot to be active during an accident. While the conditions and situations vary in each accident, several have already been proven to be the result of driver negligence, including a few that had drivers operating a vehicle without a license or under the influence of alcohol. Now, remind me: When a BMW driver is drunk and crashes into someone, do we blame BMW? I’ll let that rhetorical question sink in.
Of course, Homendy has a Constitutional right to say whatever is on her mind. It is perfectly reasonable to be skeptical of self-driving systems. I’ll admit, the first time I experienced one, I was not a fan, but it wasn’t because I didn’t trust it. It was because I was familiar with controlling a vehicle and not having it manage things for me. However, just like anything else, I adjusted and got used to the idea, eventually becoming accustomed to the new feelings and sensations of having my car assist me in navigating to my destination.
To me, it is simply unfortunate for an NTSB official to claim that Tesla “has clearly misled numerous people to misuse and abuse technology.” One, because it isn’t possible, two, because it would be a massive liability for the company, and three, because Tesla has never maintained that its cars can drive themselves. Tesla has never claimed that its cars can drive themselves, nor has Tesla ever advised a driver to attempt a fully autonomous trek to a destination.
The numerous safety features and additions to the FSD suite have only solidified Tesla’s position as one of the safest car companies out there. With in-cabin cameras to test driver attentiveness and numerous other safety thresholds that drivers must respond to with the correct behaviors, Tesla’s FSD suite and its Autopilot program are among the safest around. It isn’t favorable for NTSB head Homendy to comment in this way, especially as it seems to be detrimental to not only Tesla’s attempts to achieve Level 5 autonomy but the entire self-driving effort as a whole.
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I use this newsletter to share my thoughts on what is going on in the Tesla world. If you want to talk to me directly, you can email me or reach me on Twitter. I don’t bite, be sure to reach out!
-Joey
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.
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.
Will Tesla join the fold? Predicting a triple merger with SpaceX and xAI
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.
