Elon’s SSN inside — Huge Tesla leak reveals thousands of safety concerns, privacy problems A Tesla employee gave more than 100GB of data to Germany’s Handelsblatt.
Jonathan M. Gitlin – May 26, 2023 1:39 pm UTC EnlargeIan Forsyth/Getty Images reader comments 91 with
The German publication Handelsblatt is in possession of more than 23,000 internal files and documents from Tesla after an employee leaked the data. The files include personal information on more than 100,000 current and former employees, as well as thousands of reports of problems with Tesla’s advanced driving assistance systems, Autopilot, and “Full Self-Driving.”
The earliest complaints in the data trove date back to 2015, and the most recent to March 2022. Most of the complaints arise from the US, although European and Asian customer problems are also reflected in the data.
More than 2,400 complaints allege sudden unintended acceleration problems. Although Autopilot and FSD have been the focus of headlines for the last few years, during the mid-2010s there were plenty of reports of Teslas taking off on their own accordat least 232 cases have been reported in the US, although (as often turns out in cases like these) the National Highway Traffic Safety Administration found no evidence for a hardware or software problem, instead blaming driver error.
More than 1,500 complaints allege problems braking, including 139 cases of phantom braking and 383 cases of phantom stops. In February 2022, we learned that NHTSA had opened a safety investigation into Tesla’s phantom braking problem after it received hundreds of complaints after an article in The Washington Post drew attention to the issue. But the problem has persisted, causing an eight-car collision over Thanksgiving after Tesla opened up its FSD Beta program to all owners.
Handelsblatt says there were more than 1,000 crashes linked to brake problems and more than 3,000 entries where customers reported safety concerns with the driver assists.
The German publication even went to the trouble of contacting Tesla owners to confirm the data was correct. A doctor from California, for example, who wishes to remain anonymous, told the Handelsblatt about an incident from autumn 2021. She was about to turn in a parking lot when her Tesla suddenly accelerated like a racing car. “I tried to steer but crashed into a cement bollard,” the customer recalls.? “He fell over, but the car didn’t stop. I drove into the nearest bollard. The airbag went off and I was stunned.”
Between January and October 2021, the Swiss Thomas Karl complained to Tesla about a dozen incorrect braking attempts with his vehicle. Karl was a regular customer, had been for ten years. But his new Model S made him nervous, as email correspondence with Tesla makes clear.
“Hello gentlemen, believe me that I’m starting to lose my nerve?” Karl wrote on July 26, 2021 about another incident. His Tesla had an accident on the Swiss A3 between Flums and Sargans “after being overhauled vehicle made an emergency stop that scared and worried”.
According to Manfred Schon, he experienced something similar on the M14 highway. The former? Bosch employee was on his way to a meeting in the US state of Michigan on June 1, 2019 when his Tesla “suddenly slammed on the brakes, as hard as you can imagine,” Schon told the Handelsblatt. “I was pushed into the seat belt and the car almost came to a stop. Then another car hit me from behind.”
The Tesla files contain similar cases in Germany. One customer complained that his Tesla had “driven into a median barrier on the freeway”. The reason was the autopilot’s emergency braking. Another reported to customer service about his Model S: “Drives into oncoming traffic.”
Beyond the customer complaints, the data leak also shows how Tesla responded to these problemsby committing to as little as possible in writing. Advertisement For each incident there are key points for the “technical review”. The employees who enter this review into the system regularly make it clear that the report is intended for “internal use only”. Each entry also contains the note in bold type that information, if at all, may only be passed on “VERBALLY to the customer”.
“Do not copy the report below into an email, text message or leave it in a voicemail to the customer,” it continues. Vehicle data should also not be released without permission. If, despite the advice, “a legal involvement cannot be prevented”, this must be recorded.
Customers that Handelsblatt spoke to have the impression that Tesla employees avoid written communication. “They never sent emails, everything was always oral,” says the doctor from California, whose Tesla said it accelerated on its own in the fall of 2021 and crashed into two concrete pillars.
As anyone who covers Tesla would be able to tell you, Handelsblatt got no reply from the company when it queried it on the problems listed above. However, the automaker did demand its data back, according to an accompanying note from Handelsblatt’s editor. reader comments 91 with Jonathan M. Gitlin Jonathan is the Automotive Editor at Ars Technica. He has a BSc and PhD in Pharmacology. In 2014 he decided to indulge his lifelong passion for the car by leaving the National Human Genome Research Institute and launching Ars Technica’s automotive coverage. He lives in Washington, DC. Advertisement Promoted Comments Baumi His Tesla had an accident on the Swiss A3 between Flums and Sargans "after being overhauled vehicle made an emergency stop that scared and worried".For the record, this might be a slight mistranslation. Assuming the original correspondence was in German, the German word berholen can mean both to overhaul and to overtake. The latter seems slightly more plausible to me here. May 26, 2023 at 2:11 pm Channel Ars Technica ← Previous story Next story → Related Stories Today on Ars
Neil Paine writes about sports using data and analytics. Previously, he was Sports Editor at FiveThirtyEight.
Pitching is about keeping hitters guessing — and about walking the line between overusing certain pitches to the point of predictability and underusing others that have quietly confounded opponents in limited doses. Now more than ever, each MLB pitcher’s repertoire is scientifically calibrated, from the shape of the ball’s arc as it approaches the plate to the spin it carries and how it looks coming out of the hand. Modern pitchers take their pitch selection as seriously as a Michelin chef planning a gourmet menu.
But even with all of that sophistication, there are inefficiencies in how pitchers deploy their stuff. Many years ago, I dove into the game theory behind pitch selection, and specifically which pitchers were throwing their different pitch types in an optimal way versus those who could stand to tweak their pitch mix a bit to achieve better results.
The thought process went like this: We know from Statcast data how frequently each pitcher throws each type of pitch, and thanks to websites such as FanGraphs, we also know how effective each pitcher’s pitches have been at preventing runs. (We now even know how good each pitch should be based on its characteristics, such as velocity, movement, spin and other factors.)
From this data, we can then find cases where there are mismatches between a pitcher’s most effective pitches and the ones he uses the most.
Of course, not every pitch can be scaled up without diminishing returns. But in general, pitchers who lean more heavily on their best pitches are likely getting more out of their repertoire than those who don’t.
I then developed what I call the Nash Score for pitchers (so named for the Nash equilibrium of Game Theory, which describes a state in which any change in strategy from the current balance would result in less optimal results). Nash Scores work by comparing the runs a pitcher saves with each pitch in his arsenal to the average runs saved by all of his other pitches combined.
Pitchers with low (good) Nash Scores have achieved a close balance in effectiveness between their most-used pitches and the rest of their repertoire, which implies that any change in pitch mix would make them less effective overall. Meanwhile, pitchers who have high (bad) Nash Scores are either using ineffective pitches too much or not using their best pitches enough, suggesting that a reallocation might be needed.
Now is a good time to update Nash Scores for the current era of MLB pitchers.
Let’s highlight the top-15 qualified starters and relievers who have achieved the greatest balance according to their Nash Scores over the past three seasons (with recent years weighted more), as well as the 15 who might be leaving performance on the table.
But first, here is a chart showing all qualified MLB pitchers — using a three-year weighted pitch count — with their Nash Scores plotted against their Wins Above Replacement:
Now, let’s get to the rankings, starting with the most balanced starters in our sample:
Irvin, Crochet among most optimized starters
Note: Listed rates for pitch types are usage share over the past three seasons and run values per 100 pitches for that pitch, relative to the average for the rest of their pitches combined.
The award for the league’s most balanced starter belongs to perhaps an unlikely name: Washington Nationals righty Jake Irvin. Irvin has been an average pitcher at best in his three MLB seasons, with an ERA of 107 (100 is average and lower is better) and a FIP (Fielding Independent Pitching) of 114, and he has never even had 2 WAR in a season yet. But in terms of maximizing his repertoire, the case can be made that no pitcher is getting more out of what he has to work with.
Over the past three seasons (again, with more weight on more recent data), Irvin has almost exclusively used three pitches: four-seam fastball, curve and sinker. Each was within 0.2 runs per 100 pitches of the average of his other offerings, meaning he found the mix where basically all of his pitches are equally effective — the whole point of this entire exercise.
Now, Irvin has drifted a bit away from equilibrium in 2025, using more of his curve (and less of his fastballs) despite them being more effective, so it’s worth keeping an eye on whether he continues to optimize his Nash Score. (Especially since his best-shaped pitch is actually his slider, which he almost never uses!)
Among the rest of the top 15, several other pitchers showed a knack for maximizing their stuff. Garrett Crochet — the nasty left-hander who broke out last year and was dealt from the Chicago White Sox to the Boston Red Sox — pairs an elite fastball with an even more dominant cutter (plus a bit of a sinker-slider), giving him one of the game’s best (and most equalized) pitch mixes.
Fellow Red Sox hurler Kutter Crawford follows the same template, with similarly effective four-seamers and cutters making the bulk of his repertoire. Others strike the balance differently: Jesus Luzardo and Freddy Peralta use more off-speed stuff, while Ryan Pepiot and Corbin Burnes rely on strong fastballs as their primary pitches — but only use them about half the time. And then there are guys such as Taj Bradley and Taijuan Walker, who lead with shaky main pitches, but throw them so infrequently that the rest of their pitches help equalize the overall mix.
It’s also no surprise to see Tarik Skubal, arguably the best pitcher in baseball, grace a list of hurlers who pick from their arsenals in the most efficient way. What everyone on the list has in common is a pitch selection largely in equilibrium, where effectiveness and usage are closely aligned.
Sewald, Poche among most optimized relievers
You’ll likely notice that the top relievers tend to be more optimized (with lower Nash Scores) than the top starters, which is probably an artifact of a few factors: First, relievers usually throw just a couple of pitch types, so it’s inherently easier to align usage with effectiveness when there’s less to balance. Second, those pitches are often thrown in short bursts at maximum intensity, which allows pitchers to rely more heavily on their strengths without diminishing returns. And finally, relievers don’t need to navigate a lineup multiple times, so they can lean on their best pitches more without the same concerns about stamina or predictability that starters face.
That said, some relievers do a better job of balancing than others. Though he has been nursing an injured shoulder since April, Cleveland’s Paul Sewald had been the best over the past few seasons — the two pitches he used 99.7% of the time, a four-seamer and a slider, were both within five hundredths of a run of each other in terms of effectiveness per 100 pitches. The batter knows one is likely coming… but they’re both equally tough to hit.
This was a very common theme among the top relievers, too: Each of the next four names on the list (Colin Poche, Tanner Scott, Joe Jimenez and Alexis Díaz), and eight of the top 11, used a version of that same pitch mix, with fastballs and sliders of near-equal effectiveness making up the vast majority of their pitches. Hey, if it works, it works.
But those who bucked the trend are also interesting. Philadelphia’s Orion Kerkering, for instance, flipped the tendency and relied mostly on a slider with the four-seamer as a change-of-pace pitch. Milwaukee’s Elvis Peguero was exactly 50-50 on sliders and sinkers (though both abandoned him earlier this season, and he has bounced between MLB and AAA), while Nats closer Kyle Finnegan introduces a splitter into the equation — and there’s longtime veteran closer Craig Kimbrel with his knuckle-curve (though it hurt his Nash Score).
Not all of these relievers have been lights-out, but many were, serving as great examples of how to stay effective even when hitters have a good guess at what’s coming.
Blanco, Kelly among least optimized starters
Now we get into some truly fascinating cases, where it’s important to remember that you can still be a great pitcher while still having a deeply strange, and seemingly suboptimal, mix of pitches.
There seem to be a few ways to land on this list: First, and most straightforwardly, you could have a far less effective No. 1 pitch than the rest of your arsenal, meaning you might stand to throw it less and the others more. Both of the top two above, Houston’s Ronel Blanco and Arizona’s Merrill Kelly, have primary four-seamers that are at least 1.5 runs worse per 100 pitches than their other options, and secondary off-speed pitches that are at least 2.4 runs better than the rest — classic cases where the Nash Score would suggest bringing them closer to balanced until the difference begins to flatten out.
Then there are cases such as Joe Ryan, Michael Wacha, Dylan Cease, Chris Sale and Michael King, in which their No. 1 option is clearly the best, but they throw other, much less effective pitches nearly as much, reducing the advantage of a dominant primary pitch. Spamming the top choice might lead to diminishing returns, but there’s room to give there before it starts being a suboptimal strategy.
And finally, we have the odd case of Paul Skenes — and Gavin Williams too, but Skenes is more fun to dissect — in which somehow the primary four-seamer is less effective than the other pitches, and so is the secondary breaking pitch, suggesting the need to dig deeper into the bag more often. But how can you argue that Skenes isn’t doing the most he can? He literally leads all pitchers in WAR. The thought he could optimize his stuff even more is terrifying.
Kahnle, Bender among least optimized relievers
Finally, we get to the less optimal end of the reliever spectrum. And as stable as the opposite side was, with a bunch of guys using their boring fastball-slider combos to carefully record outs, this one contains more varied pitch mixes. Well-represented, for instance, is the phenomenon I found with R.A. Dickey the first time around — that despite his knuckleball being both his best pitch and the one he used most often, the Nash Score implied he should throw it even more because it was much more effective than the rest of his offerings.
While we don’t have any knucklers in the bunch this time, we do have guys such as Detroit Tigers setup man Tommy Kahnle, whose lead pitch is a changeup (not a fastball) so effective that it’s nearly four runs per 100 pitches better than the rest of his repertoire. Pitchers who work backwards like this must mix in fastballs to keep hitters honest — but at the same time, the fastballs are much less valuable that using them slightly less might be good even if it makes the change less effective. (Anthony Bender, Brenan Hanifee, Steven Okert, David Robertson, Greg Weissert and Cade Smith were in this category as well, among others.)
Just as odd were the cases of Ryan Helsley, Justin Lawrence and John Brebbia, whose primary pitches were far less effective than their secondary options, despite each essentially having only two pitches to work with. The numbers might be asking for those hierarchies to be flipped around.
And finally, there are guys such as Kenley Jansen, who spam one solid pitch — but they don’t have much else to work with, so any deviation worsens performance, even if the Nash Score still dings them for imbalance.
In the end, no metric — not even one rooted in Game Theory — can capture the full complexity of pitching. But Nash Scores do give us a window into something that’s often hard to pin down: How much a pitcher gets out of what they’re working with, and whether they’re winning the rock-paper-scissors aspect of the batter-pitcher showdown.
Some get the most out of average stuff through smarter allocation. Others leave value on the table despite electric arsenals. In either case, the path to better performance might be as simple (or difficult) as throwing the right pitch at the right moment just a little more often.
Deep beneath a mountain, hundreds of centrifuges spin, enriching Iran’s uranium that Israel suspects is destined for a nuclear weapon.
The Fordow plant is protected by tonnes upon tonnes of dirt and rock, far away from prying eyes – and foreign missiles.
But as Israeli warplanes fly unchecked above Tehran, with much of the Islamic Republic’s air defences turned to smoking ruins on the ground, attention has moved to the secretive facility.
Some say only the American B-2 stealth bomber and its massive payload could breach the so-called “nuclear mountain”, while others argue troops on the ground might be able to infiltrate its corridors. Or maybe it is simply impossible, short of a nuclear strike.
Iran has repeatedly denied that it is seeking a nuclear weapon and the head of the UN’s nuclear watchdog said in June that it has no proof of a “systematic effort to move into a nuclear weapon”.
Image: A satellite image shows the Fordow nuclear facility. Pic: Maxar Technologies/Reuters
What is the Fordow facility?
The Fordow enrichment plant is one of three key pieces of nuclear infrastructure in Iran – the others being the Natanz enrichment plant and research facilities in Isfahan.
It is thought to be buried around 80m deep into the side of the mountain. It was previously protected by Iranian and Russian surface-to-air missile systems, but these may have wholly or partially knocked out during Israel’s recent attacks.
Construction is believed to have started in around 2006 and it first became operational in 2009 – the same year Tehran publicly acknowledged its existence.
Image: Key sites at Fordow including tunnel entrances
In November 2020, it was believed there were 1,057 centrifuges at Fordow. These are used to separate isotopes and increase the concentration of uranium-235, needed for nuclear fuel and weapons.
In 2023, the International Atomic Energy Agency (IAEA) – the nuclear watchdog – found uranium particles enriched to 83.7% purity – near the 90% needed for a bomb – at Fordow, the only Iranian facility where this has been found.
In June 2024, the Washington Post reported on a major expansion at Fordow, with nearly 1,400 new centrifuges earmarked for the subterranean facility.
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Israel has made no secret of its desire to cripple or remove Iran’s nuclear programme, describing it as an existential threat.
There is much that remains elsewhere in Iran that is capable of producing and using nuclear material.
“But of course the real big piece remains at Fordow still and this has been in the headlines quite a bit,” says Dr Alexander Bollfrass, an expert on nuclear weapons from the International Institute for Strategic Studies (IISS) thinktank.
There is also the chance that an increased focus on diplomacy brings the war to an end before the IDF can make a run at Fordow.
Image: Centrifuge machines at Natanz – similar to ones held at Fordow. Pic: AP
Could bunker buster bombs be used?
There has been a lot of talk about bunker buster bombs. These are munitions that explode twice – once to breach the ground surface and again once the bomb has burrowed down to a certain depth.
The Israelis used 60 to 80 of them in the strike that killed Hezbollah leader Hassan Nasrallah in September last year, according to Martin “Sammy” Sampson, a former air marshal and executive director at the IISS.
But Nasrallah was only 10-15m underground, Mr Sampson said, while Fordow is believed to be 80m beneath the surface.
“An awful lot of planes would be in the same place for an awful long time” to drop enough bombs to have a chance of getting to the buried facility, he added.
Image: A GBU-57 bunker buster bomb seen in 2023. File pic: US Air Force/AP
There is also the possibility that the US, which operates the much more powerful GBU-57 bomb, could assist with any operation at Fordow.
“My sense is that it would still take multiple strikes,” Mr Sampson said, putting it in “more and more unknown territory”.
“It would be pretty disastrous… if you put 400 planes over the top of Fordow, or you put the might of the US over Fordow, and it survived.”
Israel’s ‘contingencies’ for dealing with Fordow
Israel has suggested that it could destroy or cripple Fordow without using bombs dropped from the air.
Israel’s ambassador to the US, Yechiel Leiter, said last weekend that Israel has “a number of contingencies… which will enable us to deal with Fordow”.
“Not everything is a matter of, you know, taking to the skies and bombing from afar,” he told ABC News.
There has been talk of using special forces to raid the facility on the ground, but that has its downsides as well.
“This would be an incredibly high risk mission if you were to do something on the ground,” said Mr Sampson.
There is also the possibility Israel could replicate what happened at the Natanz enrichment plant, where the IAEA said 15,000 centrifuges were likely destroyed in the IDF bombardment of Iran.
This was possibly due to an Israeli airstrike disrupting the power supply to the centrifuges, rather than actual physical damage to the centrifuge hall, according to the nuclear watchdog.
Tesla has inked its first deal to build a grid-scale battery power plant in China amid a strained trading relationship between Beijing and Washington.
The U.S. company posted on the Chinese social media service Weibo that the project would be the largest of its kind in China when completed.
Utility-scale battery energy storage systems help electricity grids keep supply and demand in balance. They are increasingly needed to bridge the supply-demand mismatch caused by intermittent energy sources such as solar and wind.
Chinese media outlet Yicai first reported that the deal, worth 4 billion yuan ($556 million), had been signed by Tesla, the local government of Shanghai and financing firm China Kangfu International Leasing, according to the Reuters news agency.
Tesla said its battery factory in Shanghai had produced more than 100 Megapacks — the battery designed for utility-scale deployment — in the first quarter of this year. One Megapack can provide up to 1 megawatt of power for four hours.
“The grid-side energy storage power station is a ‘smart regulator’ for urban electricity, which can flexibly adjust grid resources,” Tesla said on Weibo, according to a Google translation.
This would “effectively solve the pressure of urban power supply and ensure the safe, stable and efficient electricity demand of the city,” it added. “After completion, this project is expected to become the largest grid-side energy storage project in China.”
According to the company’s website, each Megapack retails for just under $1 million in the U.S. Pricing for China was unavailable.
The deal is significant for Tesla, as China’s CATL and carmaker BYD compete with similar products. The two Chinese companies have made significant inroads in battery development and manufacturing, with the former holding about 40% of the global market share.
CATL was also expected to supply battery cells and packs that are used in Tesla’s Megapacks, according to a Reuters news source.
Tesla’s deal with a Chinese local authority is also significant as it comes after U.S. President Donald Trump slapped tariffs on imports from China, straining the geopolitical relationship between the world’s two largest economies.
Tesla Chief Executive Elon Musk was also a close ally of President Trump during the initial stages of the trade war, further complicating the business outlook for U.S. automakers in China.
The demand for grid-scale battery installation, however, is significant in China. In May last year, Beijing set a new target to add nearly 5 gigawatts of battery-powered electricity supply by the end of 2025, bringing the total capacity to 40 gigawatts.
Tesla has also been exporting its Megapacks to Europe and Asia from its Shanghai plant to meet global demand.
Capacity for global battery energy storage systems rose 42 gigawatts in 2023, nearly doubling the total increase in capacity observed in the previous year, according to the International Energy Agency.