San Francisco raises Tesla 'self-driving' safety concerns as public test nears
reuters.com
reuters.com
Tesla FSD has several situations where the car regularly performs maneuvers that, if the driver didn't intervene, it would likely kill the driver and other people on the road. It also has many types of routes where it can operate without any disengagements for a long period of time. I think that is a very dangerous combination.
If they really wanted to reduce deaths due to driving, they could use this FSD software to add better collision avoidance technology. Once you have that, introducing self-driving should be safer, even if it doesn't always make the right decisions it will be caught by the collision avoidance tech.
This isn't true, and there's any number of YouTube videos demonstrating that. At the very least, it knows how to navigate highway interchanges, how to change lanes, how to avoid other cars that would otherwise collide with it, and to avoid/slow down for pedestrians and cyclists.
The last feature is perhaps overly sensitive in my personal experience. It used to slow down dramatically whenever it was passing a cyclist, that has improved in recent versions.
I wasn't including Navigate on Autopilot as a part of that but even with Navigate on Autopilot, the driver has far less to monitor than with FSD, since it just changes lanes on the highway occasionally rather than having to turn across traffic, frequently switch lanes in the city, or manage stop signs and lights.
Sadly, only half-joking here.
New technologies tend to be rather unsafe when introduced: steam engines, cars, trains, airplanes, electricity, gas heating, all those things tended to kill the early adopters and some bystanders as well. Then they improve and the next generations get used to them and their inherent risks that diminish over time but rarely get down to pure 0.
We are much more risk-aware than our ancestors, though, because we no longer live in a world of ubiquitous premature death. With an average life expectancy exceeding 80 in many countries, we tend to be much more careful than our ancestors in times when life expectancy was 47. (As in the USA in the year 1900.)
I can understand that - I do not want to die under wheels of a robot gone wild any more than anyone else - but we should still find a balance, unless we want to stagnate indefinitely.
The risks of self driving cars are nothing compared to the risks of biotech, which is just coming of age. But biotech holds a lot of promises, too.
PS.: Frankly, my worst fear about self-driving cars is malware and ransomware, not honest mistakes in the code. Computer security is basically an oxymoron and some people are smart and evil at the same time.
The danger in this case is entirely manufactured. Level 2 driving assistance features are safe when they are not oversold.
There is a long history of people dying because they were confused by conflicting information about safety systems meant to protect them. Safety engineering starts with consistent and clear messaging.
It's not 2012 anymore, and there are now a number of vehicles with level 2 driving assistance features on the market. Yet, Tesla is the only manufacturer consistently in the headlines when one of their users is peer-pressured into showing off features their car doesn't actually have.
They are raising concerns about what is actually being delivered in reality.
Self driving cars are a nice luxury, especially in city driving, not something that radically improves our world. You get to read your phone instead of paying attention, and the trade-off is someone might get killed. It's like treating a rash with a drug that could give you a heart attack. That's a far cry from, "with this technology something that took days and $$$$ now takes hours and $" as was the case with all the older examples you listed.
If self driving cars were more like airplanes, I'd have a little more faith. Tesla's marketing BS doesn't inspire me with lots of faith.
On black boxes: https://health.clevelandclinic.org/what-does-it-mean-if-my-m...
This is the opposite of the premise and the conclusion is the total opposite of the goal of self driving cars. A core premise of self driving cars is that they will be far safer than human-driven vehicles. 1.35 million people are killed on roadways every year globally. Saving over a million lives a year means a lot. The technology isn't quite there yet, but it is likely that it will be and the promise is quite real. It's not like Tesla's are killing people at a significantly higher rate than regular drivers with Autopilot - which does not seem to be true [1].
That's because the term "autopilot" is badly named, both in cars and in aircraft. People just thing autopilot in aircraft means "plane flies itself" because they get on a jetliner and never see the pilot actually control it, leaving the impression that some combination of magic and electricity-infused rocks got them there instead of a human with assistive software.
Let's not lose sight of the fact that this technology is under active development, with a theoretical target being eliminating the vast majority of car-related deaths. Nobody is arguing that it's already superior, though it may already be close in certain circumstances.
Either way, 40k US deaths per year plus many more injuries is still a lot, even if we only care about the US.
You get to drive, and the trade-off is someone might get killed. Your comment almost makes me think you haven't driven a car before, because you would remember the dull terror of seeing your life flash before your eyes for the 40th time this year because some moron ran a red and slammed the brakes in the middle of the intersection you were about to cross.
Until recently motor vehicle accidents were a leading cause of death in the US. Saying that self driving would just be a luxury feature is truly a luxury position compared to those that have lost loved ones to drunk driving, speeding, snow, rain, new drivers, old drivers, blind drivers, and any other of the myriad of ways to get yourself killed on a road. All of which would disappear with level 5 self driving.
> That's a far cry from, "with this technology something that took days and $$$$ now takes hours and $"
Extrapolate the future and realize that once self driving is solved for one vehicle it's solved for all of them, and truck/bus/taxi driving as a profession will go bust. Without having to pay human drivers that also need breaks, pensions, health insurance etc. all these services can offer lower prices.
I think the post was about managing the risk that occurs before level 5 is reached. Assuming that it’s either on the immediate horizon or a foregone conclusion seems to be dismissive of those nascent risks
Short of that, it's a luxury and a danger.
0: https://www.nhtsa.gov/technology-innovation/automated-vehicl...
Is this really something you go through?
In ~35 years of driving, I've never experienced this.
If you are having near-death driving experiences 40 times per year, something is wrong.
With truly autonomous vehicles, you can have a radically different logistics for goods, delivery services etc. You can also have specialized "sleeper cars" that get you to your destination overnight, fresh and ready.
Self driving cars can also park themselves somewhere out of sight and stop clogging inner cities.
We can't go straight from level 2 to level 4 without some real effort, and it's not exactly helpful when new level 2 systems can't even handle curves[0] or will continue to drive for you when you take your seatbelt off[1].
0: https://youtu.be/GCRNYP5Qg34?t=321
1: https://twitter.com/MinimalDuck/status/1388557772921344005?s...
Trains have had this capability for decades, and that is a very mature technology, with the upside of also carrying far more people at a time than a car-based system would.
First of all, trains shake a lot. I could at best take hourly naps, it was better than nothing, but far from optimal. The loud proclamations of station speakers whenever you stop somewhere do not help your sleep either.
Second, night trains are a paradise for opportunistic thieves. Yes, it is a solvable problem, but I haven't seen it solved.
if user.is_an_ass == true: disable_autopilot(days=7)
That should teach them pretty quickly.The only feature I've heard is that if you don't engage with the AP by applying torque to the steering wheel it'll disable it until you come to a full stop and park the car.
That's a strawman. Just make the company fully liable for any injuries or deaths from accidents involving their cars. The market will figure it out from there. But that's not how it's being handled at all.
Tesla in FSD advertising of current state, not future goal: "The driver is only there for legal reasons. The car is driving itself". To be clear, that's a word for word quote from previous Tesla marketing (because I'm sure someone will chime in to say "Tesla doesn't do any advertising!").
Waymo is even offering a self-driving taxi service in San Francisco: https://arstechnica.com/gadgets/2021/08/waymo-expands-to-san...
Life expectancy for a child. A white person reaching the age of twenty would have an average life expectancy into their 60s. Which is still lower than today, of course, but I'm not convinced that the difference supports a conclusion about differing attitudes toward risk.
> not honest mistakes in the code
It's not mistakes in the code, but oversight in the design that worries me.
I would argue that the total amount of time spent driving is huge and that as humans, with limited lifespans, we could mostly use that time for better purpose. (Not necessarily for work. Even Netflix would be better.)
I personally live in a country where being carless is feasible, and given that I hate driving, I am indeed carless. But I feel sorry for anyone in my situation who really does not have much choice and must spend X hours weekly behind the wheel.
Or reducing commute due to remote working in non physical labour?
I feel that there are a lot of simpler ways to address the issues at hand.
So sure, if you want to sit around and think 'I wish I lived in Netherlands'thats fine, but people actually have to live where they do.
And even if you started the most massive program of public and bike infrastructure, it would still be worthwil to develop this technology.
Even California's high speed rail seems to be languishing in limbo.
Just one example: In SV we voted for a tax increase in 2000 for a Bart Extension to San Jose. If we're (really) lucky, we might get it in 2030 after spending ~$10B. The total distance is ~20mi with less than 10 stations.
Absolutely not!
> Nothing of importance depends on it.
Lives of 35000 people a year does.
Because that's still incredibly costly. We as a society care greatly about a decrease in net risk, but that doesn't mean that net risk is small enough for one party to bear.
There's plenty that can be done to make driving safer. Traffic calming measures. Stricter enforcement of traffic laws. Redesigning dangerous intersections. There's no need to wait for self-driving cars, and I suspect that you'll save far more lives by actually doing that stuff instead of hoping self-driving cars might solve the problem for you someday in the future.
I think one of the risks of the current paradigm is the inability of US government to effectively introduce new regulation legislature. The new method seems to be to put the onus on the industry to regulate themselves in lieu of having to create actual legislation, which can lead to perverse incentives. In the instances where this isn’t the case, we have to deal with regulatory capture or the revolving door of industry/government which creates its own skewed incentives.
I don't think there is any risk of stagnation. Maybe we should work on why we need cars in the first place. We can simultaneously work on public transport, or virtual presence, etc.
Bus drivers are a scarce resource. Where I live, there is a shortage of people willing to rise at 4 a.m., take responsibility for 40-50 lives at a time and, at the same time, have unpleasant interactions with members of the public (meeting a few asshole passengers everyday belongs to the job, unfortunately).
I've encountered at least two major objections:
> Human drivers kill people so it's okay if robot drivers do too.
But is it really okay for human drivers to kill people? Our complacency in the face of automotive mayhem is the result of a deliberate campaign of social engineering: "The Real Reason Jaywalking Is A Crime" (Adam Ruins Everything) https://www.youtube.com/watch?v=vxopfjXkArM
We went from decrying "speed demons" (reckless drivers who hit pedestrians) to victim-blaming "jaywalkers". Now, for example, more Americans have been killed by cars than by all the wars we've fought. (And that's just counting collisions, not deaths from air pollution, etc.)
> The machines will eventually be safer than human drivers (a belief I share) but they need to practice in real world conditions to do it.
So build a model city, populate it with people willing to take the risks, and test them there. (This is setting aside the additional idea of doing extensive modeling in simulated cities.) It would be expensive but it would avoid killing people who haven't e.g. signed a release agreeing to be test dummies in the robot car experiments.
The obvious way to make large, heavy, fast robot cars is to start with small, light, slow robot cars. Imagine a self-driving golf cart covered in nerf (soft foam) that doesn't go faster than about 5mph. There are applications for that and it would be much more difficult for such a robot to injure or kill people.
Going straight for self-driving cars (and can we please call them "auto-autos"?) seems to me to be hubris.
To me it's a useless feature for me to have to be ready to correct the car's mistakes. To actually do it is way way more stressful than just driving myself. And, if I ever get comfortable in what the car is doing then I'll stop giving it my full attention which is exactly what your told you're not allowed to do.
But Tesla offer their own insurance. Isn't that taking responsibility?
You are mixing up autopilot on highway and FSD. And even then the numbers are comparing very easy stretches of highway driving where people feel comfortable activating autopilot to all driving miles.
Watch the videos on youtube for FSD beta. On most of them it does something or some things very wrong every couple miles and is saved by the hypervigilant driver. There is no way FSD is safer than human drivers right now. I could believe what you say is true about Waymo. But they are being much more responsible and it seems like SF doesn't have a problem with them.
I think this might not be true! I looked at the numbers a few years ago, and Uber had a much higher fatality rate per mile driven then human US drivers. Waymo was better; I forget if it was better than human or not. I couldn't find comparable Tesla numbers --- only PR-style numbers that could be based on all sorts of weird definitions --- but I don't get the impression that they're at the head of the pack.
EDIT: The number to beat is around ~15 deaths per billion miles driven, on the road in the US.
https://en.wikipedia.org/wiki/Transportation_safety_in_the_U...
And indeed, they're better than human drivers. People will nitpick a little around the edges (e.g. cherry picking drivers of cars of the same age or in the same price range, pointing out the lack of specific numbers in various categories, arguing about the definition of "on autopilot"...), but the general truth is that yes: the "better than human" bar has already been cleared. We are not seeing the rate of accidents from this system that we would see if it was unsafe. Period.
Sorry what? That is a comparison of highway miles with Autopilot (driver felt comfortable activating autopilot in that stretch) vs all miles in any situation. That's not a nitpick, it's a completely apples and oranges comparison.
And that's autopilot. If you watch a video with FSD beta you can't honestly say it's better than any sober humans who have driven for longer than a week.
The question in the linked article we're discussing isn't whether Tesla FSD is "finished" as a product, or perfect, or whatever. It's simply whether or not we should allow it to be tested in a wide beta on public roads.
And where's the evidence that we shouldn't?
Do you have a source on Tesla FSD? I don't know much about it. The basic info we'd need is number of fatalities, number of miles driven, and to check that these numbers mean roughly the right thing.
It is not nitpicking around the edges when the foundation is shaky and opaque.
You're attempting to use uncertainty or controversy in the measurement mechanism to stand in for an argument for the contrary point, and that doesn't work logically.
It's not killing more people, basically. That's what "safe" means.
Tesla cannot claim autopilot is safer than a human driver based on this type of comparison.
Still, they fooled you and many others in this thread, so I guess their marketing works.
For me to accept Tesla FSD it should be several orders of magnitude better than a human driver. I don't want an 'average driver' driving me to work. The average driver is involved in 6 million car accidents per-year.
Interestingly even that's a bit spun. There was one recent accident, in August. And the NTSB going back discovered that there's a cluster of (I think) 11 others where the car behaved similarly and appeared to strike an undetected emergency vehicle without trying to avoid.
Now... that's interesting, and potentially represents a bug worth fixing. But it was also rapidly pointed out that (1) this is an extremely common kind of accident (human drivers hit these things all the time too) and (2) given the number of reported Tesla AP miles driven and assuming no other unreported collisions cases, Autopilot is actually about twice as safe as the average US driver vs. stopped emergency vehicles.
There’s no evidence this is true and what evidence exists is more suggestive of the opposite.
So far you've only heard this from Elon Musk, who is a serial liar and hype machine. Wait until you've heard it from a trustworthy third party with access to internal Tesla data.
Just from the total number of accidents, I don't see any way for FSD to be safer than human drivers. It's likely not to even be within two orders of magnitude. Human-caused fatalities are in the order of a billion miles driven, while Tesla seems to be hundreds of thousands or millions.
I knew a girl (in the sf bay area) who hated self driving cars. She said people should just learn to drive better. While at the same time, you go to the DMV and people are on their phones in the testing area getting the test answers. Anybody with a CA drivers license should be audited by an out of state driving agency
I do think it's reckless to not publish their data and allow public discussion of the tradeoffs. Tesla is subjecting everyone on the road to their interpretation of the data that these systems are ready and just saying "trust us".
I wonder if they have some internal cultural scarring from the TSLAQ debacle. People were weaving (now verifiably false) damaging stories about sales rates by flying private planes over parking lots. More recently, the media was claiming a Tesla ran into a tree on autopilot… until a regulatory agency tested it and concluded that couldn’t possibly have happened.
I could see the thought inside Tesla being “any data we could possibly release would be twisted and used against us; therefore, why bother?”
Most of the SF folks you are describing lean toward the pro-vaccine-mandate position. They should therefore also be for self driving cars.
Tesla has a safety record that’s not unimpressive compared to the 36k people who die every year even though their failures have been more public and newsworthy. Their stats have been relatively objective.
We also have a framework for this: https://www.nhtsa.gov/technology-innovation/automated-vehicl...
As there is a framework in place already, shouldn’t we push forward? As long as we are reducing the statistical risk of driving below the risk of human drivers, shouldn’t that be the litmus for whether these programs are allowed to progress? I know I am being simplistic, and I understand that no statistical model will ever make up for the loss of a family member, the generally accepted foundation for the morality of self-driving car technologies hinges on whether they can beat the human-driven statistical equivalent.
If there is concern about that they shouldn’t continue. But if there isn’t, these experiments should progress as they could ultimately reduce mortality.
There were 3,723 deaths in California in 2020. The lifetime odds of dying in a motor-vehicle crash for a person born in 2019 were 1 in 107. These odds suck. Is that really acceptable? Can we do better? We know we can. If we can reduce that number we should.
If we can’t, we should restrict this technology’s rollout until it can.
Am I overly objective?
I’m not an expert.
I mean ultimately I want legislation built on objective data and loving values with human compassion at the core. I feel like sometimes we see these decisions based on how fast the system can adapt the ocean of existing automotive and roadway regulatory compliance to the technology changes, rather than new realities. People have no idea how much the books and legal cases that many cal trans engineers have spent their lives developing stand in the way of self-driving vehicles. I honestly think the biggest issue is probably the legal a s regulatory overhead of responding to the technology rather than the technology itself, but since it’s so hard to quantify I don’t often bring this up. But the biggest passion I have seen if from those same engineering minds, who truly understand the complexity, but also want to see it happen. Their timeframes are just long. I’ve heard 2045 and 2050.
Anyone more expert than I care to weigh in? I’d love to learn more. I am not trying to weigh in with any merit — I am a nubile entrant and simply sharing the output of conversation with people who will always be more qualified and I, but I’d love to learn more about this.
They haven't released a detailed deep dive on their statistics, other than some definitions of what counts as a crash. This is from the company headed by the "funding secured" guy. Elon is clearly willing to lie if he believes that it will serve his interests or mission.
Even if we accept their safety stats at face value, Tesla is getting ready to launch a new feature - "Full Self Driving" - which behaves substantially different from autopilot and has a much different operating design domain and intended functionality. They've had close to 2k internal testers and O(100) external testers of "Full Self Driving" for about a year - nowhere near enough time and data to get the same level of confidence they have for autopilot. Add on to this that it will operate in environments that are substantially more accident prone than highway driving or clearly marked single lane roads, and you can see why regulators might be worried by a larger rollout.
Even worse he's the guy willing to falsely accuse someone of being a child rapist because that person pointed out he had simply tried a publicity stunt that failed, badly, and his tech solution to a cave rescue with a huge media focus was actually worse than useless.
In other words when correctly and honestly called out for sprouting bullshit Musk goes fully delusional in the nastiest way possible. It's pretty worrying behaviour. He may well go on to do amazing work, i don't know either way on that and I don't have to have an opinion on it either. Surely nobody sane would never trust his word on anything for any purpose ever again after that display. I'd expect from a five year old.
It's called narcissistic injury, a behavior associated with narcissistic personality disorder.
TSLA is one of the most widely held retail stocks. Why do you think this is? Might you be assigning too much weight to this?
Warren Buffett
Elon is undoubtedly skilled at driving up hype - the popularity contest part. As for long term - Tesla themselves claim they never plan to pay dividends.
The impression I get is that was just a silly attempt at tit for tat. E.g. guy says "You're doing X for Y bad reasons!" while not having any evidence that you're doing things for Y reasons, so you shoot back with something in the same vein. Y being either "getting publicity" and "being a pedo" respectively.
Yeah, they're not really the same severity of accusation/insult (particularly as Musk has a bigger megaphone), but raising the stakes is common if someone starts a fight with you.
Also note: "Richard Stanton, leader of the international rescue diving team, urged Musk to continue construction of the mini-submarine as a back-up, in case flooding worsened."
This is the crux of the argument. However, it falls flat when you consider that many other simple "can reduce that number" measures have not been adopted – like fitting speed governors to cars limiting them to some speed limit, putting tracking beacons in cars to making them automatically stop at red lights, or putting in devices in cars to limit drunk driving.
I don't see a reason why a much more complicated technology should leapfrog these simpler ones and be put into production so quickly, potentially risking innocent lives in the process. In fact, I believe the reason why it is being rushed so quickly is arguments like yours coupled with a low understanding of the technology involved. People are viscerally more willing to accept the idea that an "artificial intelligence" is going to drive the car, rather than the idea that their car is a multi-ton hunk of metal that needs to be limited and monitored carefully.
> I honestly think the biggest issue is probably the legal a s regulatory overhead of responding to the technology rather than the technology itself, but since it’s so hard to quantify I don’t often bring this up. But the biggest passion I have seen if from those same engineering minds, who truly understand the complexity, but also want to see it happen. Their timeframes are just long. I’ve heard 2045 and 2050.
Those timeframes seem normal to me. Rollout dates should not be decided by the whims of corporate shareholders. Let's put simple speed limiters on cars first, everyone can understand that technology – and see how that goes!
It’s not like manufacturers are waiting on the government to let them sell limited cars
There are literally millions of situations where a Tesla might do the wrong thing, and some of them have been caught on camera.
If we can't put speed limiters on cars, we definitely shouldn't be putting highly complicated computers in charge with no humans at the wheel.
This argument makes no sense.
How do obvious edgecases invalidating a simple solution have any bearing on the feasibility of a complex solution being able to handle as many edgecases as a human driver?
You'll have people passing you on the left and behind you at +30mph. The cars behind you in your lane will form a queue of waiting to pass you, and they'll be getting into the right lane needing to accelerate from 55mph to 80mph (hard for a lot of cars). This is going to cause the cars in the fast lane to brake, which will cascade through the lane and cause a traffic slowdown. If someone isn't paying attention, it's going to result in a rear end collision and an hours-long traffic jam for hundreds of people.
This is one of my worries with self driving cars: They'll follow the letter of the law even when it's not practically safe.
How did you determine cause and effect here? There have been a LOT of changes to trucks, roads, signage etc.
The best part is the same ignorant people develop the driverless cars, so we get Google cars that turn right across the bike lane instead of merging into it.
Unless you are driving in the state of WA:
You adapt and do less takeovers and only when it is absolutely safe.
Eh I have a speed limiter I use quite often just to make driving through average speed areas more chill, and it doesn’t stop me pushing the throttle and getting up to full speed if I need to.
It’s a bit smarter than “never go over the speed” - if you push the accelerator in a definite way the car will still respond, while if you hold your foot fairly still and only accelerate gently it will cap out at the max.
My understanding is that those companies had trained test drivers, but Telsa is pushing this out as a beta feature update and allowing the consumers be their test drivers?
Are normal people paid minimum wage who become complacent and occasionally fall asleep (e.g. Uber accident), I would argue non-paid Tesla customers are at least as good as "trained drivers". There are 2K drivers using FSD beta for almost a year, w/o any accidents.
The word "trained test driver" is misleading. It sound like "test pilot", which are usually the best in their field. But paid test drivers are just people that applied for a low pay job. Heck, they maybe even be tired all the time because they have to have two jobs.
How does “income received” translate into “qualified for driving”? A good lawyer, doctor, it consultant, … is probably on average a less safe driver than someone that has been through a training, despite earning more.
If your worry is that the test drivers are tired because they need to work multiple jobs - mandate better pay. And from what I know from my doctor acquaintances, being tired from overwork is part of the job description.
You think having money qualifies someone for being a good test driver? This is one of the most classist comments I've ever read.
A responsible company would hire people based on some criteria of competence before putting them in the "supervisor" seat for an AI driving assist. Even an irresponsible company like Tesla or Uber will still do more due diligence for the competency of their test drivers than for their customers, whose only qualification is a wallet.
It's not about emotions; it's about statistics.
The problem that needs to be overcome is not the emotions of people losing loved ones, but the difficulty of accurately estimating safety by test-driving autonomous cars.
The following is from a Rand Corporation study titled: "Driving to Safety"; subtitle "How Many Miles of Driving Would It Take to Demonstrate Autonomous Vehicle Reliability?"
Key Findings
Autonomous vehicles would have to be driven hundreds of millions of miles and sometimes hundreds of billions of miles to demonstrate their reliability in terms of fatalities and injuries.
Under even aggressive testing assumptions, existing fleets would take tens and sometimes hundreds of years to drive these miles — an impossible proposition if the aim is to demonstrate their performance prior to releasing them on the roads for consumer use.
Therefore, at least for fatalities and injuries, test-driving alone cannot provide sufficient evidence for demonstrating autonomous vehicle safety.
Developers of this technology and third-party testers will need to develop innovative methods of demonstrating safety and reliability.
Even with these methods, it may not be possible to establish with certainty the safety of autonomous vehicles. Uncertainty will remain.
In parallel to developing new testing methods, it is imperative to develop adaptive regulations that are designed from the outset to evolve with the technology so that society can better harness the benefits and manage the risks of these rapidly evolving and potentially transformative technologies.
https://www.rand.org/pubs/research_reports/RR1478.html
Bottom line, Tesla's (and everybody else's) "safety record" isn't and it will take a lot more time to know whether self-driving cars are as safe as human-driven cars. The stats you quote are not sufficiently informative.
Original horseless carriages didn't have any rules like that. We liked them anyway. That seems a more realistic model of adoption, than ivory tower perfect-safety pipe dreams.
The same timeframe does not necessarily apply to other kinds of systems. The study is about self-driving cars and the numbers quoted are about self-driving cars, in particular self-driving cars compared to human-driven cars.
The study starts by defining various industry-standard measures of reliability, for example scroll down to page 3 and look at equation 1 and equation 2. You can see that those are not about "perfect safety" but about measuring the probability of an accident and so on.
As a general rule, if you are confused by the text of a study, check out the maths. They should be unambiguous.
Edit: it took almost 4 decades to improve them. We are starting with driverless vehicles just right now.
Besides, i don't even see the value proposition for fsd other than commercial trucks maybe.
If people want to be driven around, maybe a taxi or public transport would be more economical and better for congestion and the environment in general. Not sure what people want to do while being driven in a fsd car. A human to human discussion is already possible. Watching a movie? Read a book? Sleep? All these are not practical in a driver's seat.
This is like the old shitty political saying “Something must be done! And this is something, therefore this must be done!” It sucks that driving is so dangerous. That doesn’t mean letting tesla do whatever they want will help improve things. As others have commented, the data on tesla’s safety is apples-to-oranges. It doesn’t mean much of anything.
On a side note, legally if a Full Self-Driving system kills someone ... who gets sued? The manufacturer? Is Tesla going to tank every single lawsuit from its Full Self-Driving system injuring/killing someone?
On Monday, California's state regulator said: "Based on information Tesla has provided the DMV, the feature does not make the vehicle an autonomous vehicle per California regulations."
So the safety concern seems justified. Tesla said it’s full self driving. In reality it’s just assisted driving. Maybe they aren’t prepared to deal with the risk???
This is why we’re never going to have self driving cars. If everything that they say in the industry has to be taken with a grain of salt, why would any city agree to take on that liability?
Doesn’t even matter if the tech saves lives. You can’t even be straight about what you can deliver.
Really we are deciding car company marketing terms are suddenly dubious when someone is legitimately on the cusp of a breakthrough.
VW Blue Motion… there is no blue in that motion.
Audi Quattro Engine… is it four cylinders? 4 litres?
Ford Mach-E — Mach has a defined meaning… seems deceptive to me.
> The driver is only in the seat for legal reasons. The car is driving itself.
and talk to me about "it's only marketing, you should understand".
Oh, and as the owner of three Audis over my life, there is NO material from Audi that calls it a "Quattro Engine".
It's the "Quattro all wheel drive system".
Let's not beat about the bush, it's clear that some drivers are already abusing the current "self-driving but not really-self driving" autopilot features. This steps up the bullshit saying "oh this time it is full self driving (but not the total absolute hands off autonomous driving". So which is it? If it's not fully autonomous, don't bullshit saying it's full self driving.
In other words, if there's no blue in Blue Motion, no count of 4 in a quattro and no mach in Mach-E, that's not likely to get people killed. But if there's no full self driving in something called "Full Self Driving", that can and will get people killed.
By contrast, car features generally have non-misleading names - "anti-lock breaking system", "cruise [speed] control" etc. "Full self driving" goes beyond the pail any way you look at it. It is a very explicit name: it means very specifically that a car can drive itself, with no human intervention whatsoever. Even more, Elon Musk, the CEO of the company, has repeatedly claimed to buyers that FSD will allow the cars to work as robo-taxis that can be allowed to work for their owners while their owners are otherwise occupied. This again very explicitly says that FSD doesn't require any human intervention whatsoever.
The fact that, after realizing that it obviously is nowhere near close to such a thing*, they started putting in warning that Full Self Driving is in fact not full self driving in any way shouldn't excuse them. They have obviously repeatedly lied and misled buying customers, and the name has to be changed.
*(and won't be in the next 50 years, most likely, until we actually start seeing AGI or something)
Think of it like firing a gun into the air. You didn't aim to kill anyone, but if someone is unlucky enough to be hit when the bullet comes back down you are still responsible.
If someone is unlucky enough to be struck by your FSD vehicle it'll still be your fault, regardless of whether you could have known it'd happen.
Drivers will need to weigh trusting their car's software against the risk of being responsibly for what it does.
Another aspect that is important but easy to miss - deaths caused by an autonomous vehicle are learning experiences - once a couple have happened there will be an engineering response and they will stop happening.
Compare that to ordinary drivers, where each death is just a pointless waste of a life. There is an argument in favour of putting these cars on the road even if they were more dangerous than humans. The faster we push through the painful learning experience the sooner the payoffs of superhuman driving will start being felt in the death statistics.
That's the mother of all assumptions. They might get worse as a result of the engineering response. You are assuming that there is a perfect understanding of the problem space. There isn't. This is not a 'mere matter of engineering' at this stage.
The point is that the understanding of the problem space increases with each incident. This doesn't mean that regressions are impossible (they are probably inevitable), but each regression also increases understanding of the problem space.
A death isn't the same as running into a stationary emergency vehicle of course, but AFAIK Tesla hasn't taken any meaningful engineering response to that issue. Assuming they will to other issues seems overly generous.
OTOH, Waymo seems to have only crashed into one bus, assuming it would move over.
Each of those companies, and Waymo, etc., all agreed to accept liability for any damages from their efforts.
Tesla is sticking with "the driver is responsible, not us". So yeah, that's why there's a discrepancy.
Currently AP's "self-driving" features cannot save a life, they have killed people.
To understand that better, examine AP in finer detail:
Teslas have safety features that can intervene when the current situation seems to be leading to an accident. Let's call those correction. Those can (and have) save lives.
Tesla also has features that are supposed to be more convenient for the driver. The claim is they take a load off for the driver. Call those the convenience features.
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The convenience features have not evolved to the point where you are ever allowed to be less vigilant than you would be otherwise! By definition if AP is driving, you too must be fully attentive and "driving" hence the increasingly intrusive detection which has now evolved to detecting wheel input every 15 seconds...
Now realize that while for the sake of examination I'm describing convenience vs correction, these are all systems in one car. You can get the correction features without FSD, but you can't get the inverse.
Because of this, the convenience features alone cannot avoid an accident that the avoidance systems would not have.
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This is tricky to think about, but consider a driver who would have drifted off the road without AP. As soon as the driver deviates too far from what AP would have done and starts touching a lane marker, the lane detection systems realize there's an issue and correct.
However, say there's a tricky lane marking where the correction system wrongly believes the driver input is wrong. They get an alert and an attempt at correcting steering inputs.
But because the driver is already inputting a direction with full intention, this wrong input is already actively being overridden by the human who plotted their turn and can clearly sense that they should fight the suggested input before they end up running off the road.
With the convenience features enabled, the driver's input will come after the wrong action has already been taken!
If the avoidance systems knew that the convenience feature was about to send you into a jersey barrier... the convenience feature wouldn't be "allowed" to send you into a jersey barrier!
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I want to see studies that focus on the safety of driving with full driving aids but without convenience features. Claims that you are less tired from using them show that it's an inherently unsafe practice since you should be exactly as vigilant as normal.
Because of what's explained above, the expectation would be that there is no drop in safety if your car only corrects when there is a hazard... but there is a drop in safety when you are falsely lulled into a sense of safety.
To me WIP self-driving should be monitored by trained people. It shouldn't be a box you get to tick in your infotainment screen.
If Tesla wants to carefully pick who's allowed to run these betas more power to them, but the number of idiotic videos I can pull up right now of people intentionally testing FSD updates in situations they know are hairy and risking other people's safety is insane.
That is just setting up self-driving to be dead on arrival.
That is just not true. Distracted/impaired human driving is a real thing that kills people. Just two weeks ago there was a DUI event where a Tesla driver on AP literally passed out behind the wheel and the car was trivially brought to a stop anyway.
> This is tricky to think about, but consider
This is postulating a two-mode failure! That's just bad engineering. Yes, that can happen, but by definition (involving two rare events overlapping) it's an extremely rare condition and will show only a vanishing frequency in any final statistics.
Never compromise core features (in this case "don't let distracted drivers hit the thing in front of them") chasing this kind of thing. Work on the secondary/tertiary modes once you have everything else down.
Nope, and this is a perfect example!
AP didn't save that person's life, or more specifically, AP wasn't not needed to save this person's life
Tesla made Emergency Lane Departure Avoidance standard on all Teslas a while back.
Emergency Lane Departure Avoidance only intervenes if the driver deviates from expected behavior
So situations where AP would avoid a collision while being in control, the car still has a feature using the same sensor suite and the same capabilities as AP to intervene.
A Tesla without AP would have stayed in it's lane in the absence of driver input and slowed to a halt with the flashers on.
Honestly a better outcome...
It's as simple as, AP is half heartedly handling the happy path + the unhappy path.
It's ok to not have perfect handling of the unhappy path as it does currently, something is better than nothing in 99% of cases. But it's not ok to have this mode that falsely gives drivers the impression they're covered on the happy path.
Like your example could not be more perfect because a person driving under the influence relied on AP to handle the happy path for them. Now you can get into "well maybe they would have driven anyways if it didn't have AP"
And that's where emergency LKA and AEB come in. They wouldn't have given this driver a crutch to get on the road, but if they still chose to drive, they'd avoid an accident in the same manner AP did once things went off the rails.
This all goes back to the fact that the convenience features by definition cannot save a life. AP, as in the feature manually activated to assist the driver actively, cannot save a life, because it only works on the happy path. Other features like LKA and AEB are what save lives
> This is postulating a two-mode failure! That's just bad engineering. Yes, that can happen, but by definition (involving two rare events overlapping) it's an extremely rare condition and will show only a vanishing frequency in any final statistics.
> Never compromise core features (in this case "don't let distracted drivers hit the thing in front of them") chasing this kind of thing. Work on the secondary/tertiary modes once you have everything else down.
I have no idea at all where any of this is coming from... please quote where I suggested core features should be compromised for secondary features.
That's not how those systems work. You're confused, I think. If you let Jesus take the wheel in a Tesla under manual control it will absolutely depart your lane and hit whatever you are aimed at. The emergency features are last minute corrections to avoid an imminent collision, and they work about as well as other car vendor's products do, they reduce the likelihood and velocity of an immiment collision. They don't drive the car for you. The feature that does is AP.
> please quote where I suggested core features should be compromised for secondary features.
You want to refuse autonomy solutions to everyone to save hypothetical bikers at sunset in Mendocino! (Edit: sorry, I got the wrong elaborate example and was paraphrasing another poster. You want to save drivers where they incorrectly countermand an incorrect autonomy decision in a circumstance where the incorrect autonomy would have been correct. Or something. But the logic is the same.)
But when Tesla cars were then compared to similarly priced cars; that record dropped through the floor.
On the personal decision making level you might want to know what car provides the best safety record for your budget. If you can afford a tesla you would be interested in the safety of similarly priced cars to compare with.
On the society wide statistics level Tesla drivers are not exactly like the whole driving population. If for no other reason the price selects a specific demographics with their associated behaviour patterns. By controlling for the price we can hope to better control for these differences too.
Chemotherapy regularily kills people. I would absolutely consider it. Taking a lot of pain to get a chance at extending my life.
"Tesla autopilot saves lives" is a bold claim.
Go ahead and add more tech to avoid collisions and improve safety. But quit it already with these features that seem like the manifestation of Elon Musk's personal hangups.
I really don't get how regulators are OK with the yoke steering in a car! To me it says that Tesla really doesn't prioritize safety.
They don't share the data. They don't work as promised. They charge investors up front for what is essentially vaporware. They advertise the ware can or will be able to do much more than it currently does. They both put peoples health at risk.
At least Tesla has a proper usable product, an electric car.
Good on sf to raise concerns, too many other governments are just looking away.
There is a legal concept of “theft by false promises” though. I don’t know where the line is drawn between that and “hype”.
https://www.tesla.com/blog/all-tesla-cars-being-produced-now...
It doesn't seem to have hurt Tesla so far. People are still spending money on the undelivered promise of full self driving.
Imagine you were a financial consulting firm and I sold you software that guaranteed that you could make 20% per year every year for your clients. But, oops, my software couldn’t do that initially and you lost millions of dollars, garnered a bad reputation, etc. Would it be okay if I eventually delivered an update that fulfilled that promise at a later date?
What is the cut off point for those who believe in musk's empty promises? 2 years? 5? What if it doesn't materialize and the first car nears end of life?
Is the "ownership" transferable?
At what point can someone say "not delivered as promised"?
It seems like Tesla is investing more on promotion and marketing than the right thing, while others simply work on a solution silently.
Wouldn't be surprised if Tesla won't be the first to market with fsd.
Tesla promised that full autonomy will enable a Tesla to be substantially safer than a human driver, lower the financial cost of transportation for those who own a car and provide low-cost on-demand mobility for those who do not.
When will Tesla deliver what was paid for?
Whoever says the software flat out doesn't perform either hasn't been keeping up with development or has other motives.
More than anything else it’s marketing hype, and I agree calling it full self driving when it has documented flaws is disingenuous. But it’s not vaporware.
Well Theranos machines did exist and provide results, they were just wrong, so they werent vapour ware either. Its just in healthcare there is a clear benchmark they must be able to meet.
There isn't universal agreement for the benchmark for calling it FSD, and there is debate as it's safety. Personally I am not happy with any Self Driving that accidentally drives into a stationary solid object, like a wall or a trailer - that should be impossible.
Please. You can go online and buy a FSD beta car right now. Countless videos on YouTube of the product working or being improved upon release-to-release.
I remember there was a promise of some coast to coast trip, what happened there?
There have been 2K testers for a year w/o any accidents, I would much rather my life be "at risk" by Autopilot than a drunk/tired/distracted human driver.
We still haven't gotten basic technologies like speech recognition and OCR to work without proof-reading, and those have been around in consumer technology form since at least the 80's and have had an order of magnitude improvement every decade. These "fuzzy" technologies have an asymptotic improvement curve that never reaches 100% and self-driving is several orders of magnitude more complex.
* Better sensors - ~10 cameras around the car vs 2 cameras on a limited gimble.
* Very high consistency - Speed, distance from other cars, optimal stopping distance from a switching stop light, better speed/distance estimation of other entities (eventually)
* No distractions - a computer will never drunk drive / look at their phone / argue with the passenger / have road rage.
IMO These advantages will out-balance the very rare ambiguous soft situations a computer will have a hard time handling, let's say a custom written no-entry sign or a cop waving their hand.
Tesla has driven into a solid concrete wall, that does not seem ambiguous to me
Also the basic tech you mentioned like OCR and speech recognition is actually so good now that it runs on your mobile device, can tailor itself to the way you talk and write, and can even enable real-time translation to other languages across mediums like something out of a sci-fi movie.
So why should that layer, after meticulasly checking this document, trust his life to another ML system, just like the one that just failed him?
In fact ML does already do a better job in tasks like crawling through case research, while people then take over for strategy and deduction.
This split between low-level mechanical vs high-level creative thinking is a good distinction between ML vs human application, and most driving falls in the former.
Total casualties is not the only the to consider. You have to think about responsibilities, control, separate cases etc.
In addition, currently FSD is NOT safer than manual driving when comparing on equal conditions.
From a regulatory perspective, I do think that a system that results in a ‘net savings of human life’ should be permitted, even though removing the human from the equation would likely change the distribution of driving deaths, such that some people (like exceptionally careful drivers) may be marginally more likely to die in such a system. Those people should of course have the choice to drive themselves.
From the perspective of an individual, a ‘net savings of human life’ may not be a good enough threshold. I personally would not want to put my child in a self-driving car unless I felt confident that it was safer than driving myself, and the knowledge that the AI was “statistically better than the average driver” would not instill sufficient confidence.
Holy overstatement
The cars should be grounded anyway (or self-driving should be disabled). This can be done remotely in a safe way.
Any new update to the software should be tested by the DoT for at least X miles and Y hours before it can be installed.
The installation of the update should be done by an agency of the DoT to prevent car manufacturers from cheating (and we know they will cheat when they can find a way, see VW scandal).
Let's not allow the car industry to be run like the software industry (!!!)
I’m so tired of the media and the mob taking these select issues out of context. The media plasters FSD accidents across every screen in the world, even when later it turns out the driver was drunk, but it doesn’t mention the zillion miles of uneventful riding. You see clips of FSD doing something weird, “diving toward pedestrians,” shooting straight to the top of reddit/HN (is there any distinction nowadays?) but videos of FSD doing amazing things, negotiating the Berkeley hills without intervention, never reach the front page.
If you showed a person from the 90s two hours of v10 FSD in various environments, mistakes and interventions and all, that person would say with astonishment “that car basically drives itself.” And anyone who denies that is being intellectually dishonest.
Nobody disputes that it can drive fine most of the time on easy roads.
I'll say "this car can drive itself" when it can drive over double roundabouts and down streets with on-street parking on both sides:
https://i.dailymail.co.uk/i/pix/2016/01/15/16/3032888D000005...
I don't think we understand the human factors involved and the the hubris that most people will ignore their role in oversight as the software gets more advanced. If the software is 90% effective for most driving people will tune out. Holy crap that is scary.
> I don't think we understand the human factors involved
Do we? Because human factors responsible for literally every traffic accident in history, and those don't seem as scary to you. Basically: it's fear. It's just fear. And it's reaching a peak right now (and being deliberately pushed, frankly) just as Tesla is reaching a public rollout.
And why? Because there's another fear at work here too. If this rolls out and doesn't kill people. If it turns out that it actually is safe, then a lot of people across a lot of industries stand to lose a lot of money. Stories like this are, fundamentally, just marketing press hits. The public FSD beta rollout in some sense marks the last chance to kill Tesla's autonomy product before... it wins.
Six months down the line they are using the FSD drive on a twisty section of road. The sun is the eyes of vision based FSD and there are a bunch of cyclists in the road. The FSD hasn't been trained on this case (or hits a bug or whatever) and doesn't detect the cyclists. The driver who has been "Trained" by the FSD to not pay attention is fucking around with their phone. The tesla plows into the cyclists.
This is my fear - the fear that you detrain people on the responsibility of driving. I suppose at the base of this is I have very low trust in how people will reason about their role with technology. People who don't know about the limitations of the machine will assume it is accurate. People will work to exploit the limitations (two hands on the wheel, eye tracking, etc).
If this technology was marked as "crash avoidance" technology I'd be much less worried. To take the twisty road example, imagine if the Tesla can not only self drive the car to a safe point in case of drive incapciation - that's pretty awesome but also puts the clear responsibility on the human that they are doing the driving.
Again, that's a multi-mode failure. You're assuming that (1) edge cases must exist somewhere where FSD is unsafe, (2) that drivers will find them, and (3) that when they do, the existing supervised beta paradigm won't work. In isolation any of those can happen, sure. But in combination they're vanishing.
Broadly you're doing the luddite/reactionary thing and demanding perfection: as long as you can conjure a scenario in your head where something "might" happen you want to act as if it "will" and demand that we refuse to implement new solutions.
But the goal isn't perfection and never has been, for the simple reason that the existing solution also sucks really bad. Real human drivers in Mendocino with the sun in their eyes hit bikers too!
Nope. If you test your software and it shows no bugs, I'd be more worried that the test was flawed. Underneath the shiny bits we developers know how buggy software really is. Its just a fact that the smartest humans keep introducing bugs in software. The more complex the software the more complex the bugs and difficult to find.
> Stories like this are, fundamentally, just marketing press hits. The public FSD beta rollout in some sense marks the last chance to kill Tesla's autonomy product before... it wins.
Nobody owes it to Tesla to give them free publicity or be forced to immediately accept their ideas. Personally, I think its makes more sense to invest in tech that reduces dependence on needing cars in the first place.
Don't these people regularly have to intervene and take over, hence the no accidents? Unless I can responsibly cede full control to the self driving system it's less than useful for most drivers imo. If I'm wrong let me know but that is the impression I have taken away reading on the tesla self drive system.
And there's no evidence of a safety problem.
At the end of the day it just needs to be better than the average human, and that's frankly not the highest bar unfortunately.
This comes up a lot on techno-centric forums like HN but I think it misses an important point. It’s not necessarily if it performs better than the average human that will lead to policy that allows it on roads. It has to have a high degree of trust in the public’s eye. That bar is likely much higher than “just better than the average human.”
Arguing that full autonomy isn't possible yet (duh, I mean, it says "beta" right there in the name) isn't an argument to disallow testing.
What are you gonna do when a car goes rogue and murders somebody?
Do you feel the same way about your gas furnace or the autopilot of the last airliner you flew on?
According to a Rand corp. study I quote in another comment, it will take millions or billions of miles and decades or centuries before we can know self-driving cars are safe, simply from observation:
Autonomous vehicles would have to be driven hundreds of millions of miles and sometimes hundreds of billions of miles to demonstrate their reliability in terms of fatalities and injuries.
Under even aggressive testing assumptions, existing fleets would take tens and sometimes hundreds of years to drive these miles — an impossible proposition if the aim is to demonstrate their performance prior to releasing them on the roads for consumer use.
https://www.rand.org/pubs/research_reports/RR1478.html
That's statistics, btw, not fear. Data, like you say, will "win" at some point but that will be far in the future. Until then we have a few thousand systems whose safety we can't measure but are available commercially (and sold under pretense of improving safety).
Note also that before Tesla started selling cars with "autopilot" there was no way to know how safe it would be, in advance. That is not the behaviour of a company that cares at all about safety, other than as a marketing term.
The goal isn't certainty. It's "better". It seems like it might be "better" already.
Is there some other published work that you prefer over the Rand study?
And it's spun anyway, since most of those "trillions of miles!" numbers reflect things like proving 95% confidence of 100%+ improvements in safety. When all we really want to know to release this to the public is 95% confidence of 0% improvement (i.e. "is it not worse?").
The idea of even the most modern intelligence system navigating through an environment as elaborate and dynamic as New York City or downtown Chicago should give anyone pause. I can see them being more useful for long distance journeys such as hauling a trailer across rural desert areas where all the vehicle needs to do is stay in its own lane, maintain a set speed and brake if something obvious gets in front of it.
Perhaps it's not the best idea to use these more advanced Level 4 systems in the densest city yet, but most of driving does usually happen on highways and regional roads so it's not a major loss.
I'm sure someone will eventually figure out how to detect "eyyy im walkin eer" and honk back automatically, and then it should be usable in NY as well.
> versions of AI that are hidden from the public both private and military
I do think you overestimate how much the military has its shit together. These systems need gigantic amounts of driving data to train and nobody else has that aside from car manufacturers with their fleets. And out of those Tesla is the one that's been doing it the longest.
That said, personally, I think it's unlikely.
First, the vast majority of AI research is happening out in the open. It's often funded by militaries (e.g. DARPA) but it's not owned by them directly, rather the owners are universities and similar.
Second, private corps promote their AI advances very aggressively and this marketing is a big part of the advantage they try to establish over their competitors, so it doesn't seem obvious why they would keep a new advance "under wraps". For example, what would Google do with a secret machine vision system capable of 20% better performance than that of its rivals? I can't tell.
Of course we can assume that Google or someome similar have a much more advanced system than anyone else, like a real AGI. We can imagine such a system sitting at the heart of Google, dirctly advice Larry and Sergey how to run the company. But then, if we can imagine that, we can imagine anything.
And I do mean anything:
https://gatherer.wizards.com/Pages/Card/Details.aspx?multive...
As in security cameras, finances, cell tower data, etc. Facial and gait recognition, location tracking, etc. far beyond anything commercially available. But I'd doubt they have an AGI behind closed doors :P
Cities install traffic lights with sensors and an internet connection so that it can be controlled from the city traffic management HQ. There are dozens of professionals in front of giant screens, and a supercomputer at their disposal. Could that information be sent directly to cars?
No, instead we cram a computer and a camera into every car and hope it can find the right pixels on the picture in fog and rain.
Smart approach would be to invest in infrastructure - standard location beacons that tell cars exactly where they are and what is ahead, wireless communication between cars so they know locations and bearing of every vehicle within a square mile, wireless tags could be installed on all bikes and cycles, etc. We have an entire department for traffic management in each city that could suggest a route to every car?
We already installed speed cameras, number plate recognition, pedestrian counting, we have vehicle sensing sensors inside the road that count and weigh cars, and none of this information is being used. If cloud computing makes sence for crappy apps, then it definitely makes sence to assist cars.
(Note, I’m not advocating for either approach. I think personal automobiles should be banned, in fact. But I’m at least willing to be honest about how such systems would obviously be designed.)
If you have no problem with humans driving by hoping they find the right pixels on their retinas, why would you worry about AI doing the same? If anything, AI has a perfect reaction, is never tired or sleepy or unattentive. It just needs to be taught properly.
Uh no, then you can only use automated driving systems where beacons are installed.
So just like all miracle solutions, .i.e. communism, every time we tried it, we just weren't doing it right.
When we need something that works 99.99999% of the time, it is written in ADA or similar safe language and tested exhaustively. You know how long processing will take to the microsecond, you use a special realtime OS, etc.
AI will have its own failings, some of them totally unpredictable, so yes, boiling it down to 'just needs to be trained properly' is terrifying when peoples lives are at stake
Look at this attack, and tell me how is this goonf to be avoided with 'proper training' https://www.theregister.com/2018/01/11/ai_adversarial_attack...
What you are describing is actually probably the end game - but I think musk and others have correctly identified that if you wait for infrastructure to be ready then you will be waiting a long time, and if you want to see self driving cars anytime soon you have to assume current infra.
It's much, much easier to navigate a lonely highway in the middle of nowhere without much traffic than it is to navigate the perilous labyrinth of the suburbs and downtown traffic.
It can also be done much more simply by laying down copper in the road and making it a part of infrastructure so that the cars can sense it and figure out that it's the road. Stop signs, traffic lights, and interchanges can be marked using changes that the car can detect. The rest can be collision avoidance.
> Biden is proposing a $174 billion investment into electrifying cars and trucks in the United States. It would establish grant and incentive programs for state and local governments and the private sector to build a national network of 500,000 electric vehicle charging stations by 2030.
https://www.nytimes.com/2021/03/31/business/biden-electric-v...
America's infrastructure in such bad shape that there's a good chance that the arteries of US commerce will start having an increase in catastrophic failures leading to death.
But it's being pushed back against, because well, reasons. This spending, to transform America's degrading infrastructure, will come out to $350Bn/yr. The Middle East & Afghanistan wars come out to, $355Bn/yr at - $6.4 trillion over ~18 years. https://www.cnbc.com/2019/11/20/us-spent-6point4-trillion-on... . The tax cuts under the last administration come out to $200Bn/yr. Neither of these - the wars and the tax cuts - have been balanced and are coming out of America's ballooning deficit.
If you would like the Government to do more of this, please call your representatives and vote for people who invest money towards a better future for everyone.