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Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @10:04AM (#34149254)
In other words, "probabilistic associations” are a poor substitute for logic and reason. They are not inherently reliable nor consistent.

Bottom line: Real, reliable, "full self driving" automobiles are unlikely to be achieved using current approaches. About the best that can be expected is a marketing gimmick that is sure to cause lots of accidents.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by eternityforest on Tuesday December 27, 2022 @10:46AM (#34149600)
I don't see why self driving cars need true reasoning. If you have high resolution sensors, you can use deterministic algorithms to avoid hitting anything or being hit by anything. Especially if you start putting some kind of easily detected nonlinear reflector sticker on all cars and backpacks.

You might get a few false trips if a trash bag blows in the road and the rear sensor says nothing will hit you if you stop, but who cares? If we really prioritize safety, we'll just accept that, and find other ways to save time.

A self driving car would essentially give a person extra hours in the day, and allow people with disabilities to go outside of major cities unassisted.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by rasterdog on Tuesday December 27, 2022 @11:58AM (#34150561)
thanks. let's refashion our cityscape and our clothing to accommodate self driving cars. don't care about pedestrians. </sarcasm>
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by dale_glass on Tuesday December 27, 2022 @12:01PM (#34150626)
The argument as I take it is that AI image analysis could be avoided. We "just" use sensors to figure that it's on the road, it's not a car, so it's a potential obstacle regardless of what it might actually be.

But I've got no idea how practically usable such an approach would be.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by valine on Tuesday December 27, 2022 @12:00PM (#34150598)
Not hitting pedestrians is already solved. Waymo couldn’t do driverless taxis rides if it wasn’t.

I also have tesla’s fsd beta on my car, and it does a marvelous job not hitting people. If anything it’s way too cautious around pedestrians.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @01:43PM (#34152091)
So if you're traveling at interstate speed and someone steps out too close to the roadway is it going to swerve into the next lane or slam on the brakes to avoid them?

I recently had a situation where a large truck off to the right in front of me had a blowout and a large chunk of tire flew over into my lane. There were other cars traveling fast on both sides and behind me.

What to do? I chose to maintain my speed and lane and just hit the tire. It caused some damage to the front of my car but in my split second judgment, this was the least bad option.

What would your AI do?

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by eternityforest on Tuesday December 27, 2022 @03:50PM (#34153607)
It would have rear sensors. It knows something is behind at a fixed distance, so it must be matching your speed. If that distance is less than a safe reaction time, stopping is bad.

It knows stuff is happening to the sides and swerving is bad.

Unlike a human, it can slow down to hit the object at minimum speed, then speed up again just in time to not get hit even if the driver behind does nothing, at an optimized profile that gives the person behind time to not overreact and cause a pileup.

Self driving also has the advantage that people might stay away. Unlike regular tailgating you have machinephobia that might actually make people not tail you.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @06:22PM (#34155273)
One of the most common accidents with "self driving" thus far has been the auto getting rear ended.

Yes, this is undoubtedly the human drivers fault for following too closely but ... is it being precipitated by unexpected AI braking? In any case, the AI has demonstrated very limited ability to avoid these sort of collisions.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by eternityforest on Tuesday December 27, 2022 @10:08PM (#34157072)
I wonder why there aren't more devices to give you an insurance discount for following to close. Or just to make an unsilencable beep if you try.

In any case, some of those cases were probably due to lack of rear sensors, or lack of any sensors at all besides cameras, and lack of any deterministic code able to override the AI.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by valine on Tuesday December 27, 2022 @04:28PM (#34154090)
Tesla has two branches of their self driving software, the fsd branch which is under active development and the highway branch which has not had major changes in 2 years. The highway software is much worse around pedestrians and obstacles than FSD. It’s hard to say how fsd would handle a situation like that on the highway, but based on my experience with fsd off highway it would never choose to hit a car, so very likely it would run over the debris.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by eternityforest on Tuesday December 27, 2022 @03:30PM (#34153363)
We don't need to refashion clothing, radar sees us just fine. But I'm sure people would want radar reflectors just like they want high visibility clothing at night now, for extra assurance in edge cases, to be sure they always got priority over sensor artifact false positives.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @12:05PM (#34150685)
If you have high resolution sensors ...

*Something* has to interpret the data from the sensors. This is where logic and reasoning comes into play.

If a bird flies across the road in front of you as you're traveling at high speed on the interstate, slamming on the brakes at that particular moment might not be the most appropriate response.

A self driving car would essentially give a person extra hours in the day

No one is disputing the utility --- only the difficulty of actually achieving it.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Tuesday December 27, 2022 @12:06PM (#34150713)
Self driving cars don’t need assistance from the environment.

We already have self driving cars in public streets that work. Arguing about the possibilities with self driving is like arguing about how good chess computers might some day become, it’s already been done.

Hitting the right price point, actually mapping the environment, working out reliability, and bugs etc is real engineering. We are in that stage right between the prototype works and it’s ready for production which always takes longer than people expect but can it be done is no longer in question.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by gambiting on Tuesday December 27, 2022 @12:56PM (#34151448)
We have "self driving" cars that "work" in a very narrow set of circumstances and road conditions, but to say "it's already been done" feels....silly at best. It hasn't been done, it isn't even remotely close.

"but can it be done is no longer in question."

You are right - it doesn't seem like it can be done at all, not in the way that most people imagine "self driving" - where you hop in your car no matter the weather, tell it where to go and it just takes you there while you sleep, and it works in every country in the world on every road like any human can drive.That doesn't seem possible this century, if ever.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @01:19PM (#34151772)
All we really need is a sentient automobile --- seems easy enough /s.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Tuesday December 27, 2022 @02:30PM (#34152697)
If you assume we need a sentient automobile to drive then we must already have them because cars are driving without drivers.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by gambiting on Tuesday December 27, 2022 @02:43PM (#34152841)
They aren't though. I'm not aware of any example from any company anywhere. There are some really impressive examples of cruise control that works pretty well most of the time, but I wouldn't say any car "drives without drivers".
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Tuesday December 27, 2022 @07:37PM (#34155933)
There are several examples on public streets without human drivers, random video: https://www.youtube.com/watch?v=z5eaOo-2eJM

Waymo, Cruise, and a few other companies are sending out empty cars to pick people up. The have off site people to remotely take over if the cars get stuck, but that’s in no way fast enough to deal with a safety issue.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by gambiting on Wednesday December 28, 2022 @02:02AM (#34158317)
Waymo and Cruise are nice demos that work in a limited set of circumstances. They are "self driving" in the same way my oven is "self cleaning".

>>This is the same way automation has always occurred. You get the machine to deal with 90%, 99%, then 99.9% etc of cases until people move from doing job X, to being backup, to troubleshooting problems.

Of course. We are now at maybe 20-30% coverage though. Once we are at 90%, maybe in 30-40 years, then we can start saying things like "we have self driving cars".

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Wednesday December 28, 2022 @05:37AM (#34159559)
By what metric are you suggesting 20-30% coverage?

The point of these trials is to demonstrate safety not simply test limits. Waymo cars work fine in conditions and areas outside of their current tests.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by gambiting on Wednesday December 28, 2022 @06:01AM (#34159724)
>>Waymo cars work fine in conditions and areas outside of their current tests.

So if you took an existing Waymo car and dropped it in a middle of a previously unmapped city, it would be "fine"?

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Wednesday December 28, 2022 @06:09AM (#34159788)
Any US city. Waymo depends on GPS style maps not high resolution LiDAR maps, so they already have maps of every city on the planet.

The software however isn’t setup for non US road signs and laws for every country on the planet.

PS: I am ignoring sanity checks that would need to be removed. If the car thinks it drove to Hawaii then clearly something failed.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @04:24PM (#34154042)
You have pilot test cars moving along carefully mapped paths in some specific urban locations. You also have test trucks moving along some specific interstates (which I would expect to be a somewhat easier task) but with backup human drivers on board.

Neither of these is capable of being placed into a random environment and actually "driving" from environmental feedback with minimal directions (turn left, go right, stop) --- which most any human driver can easily do.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Tuesday December 27, 2022 @07:25PM (#34155863)
The difference between pre mapped and random environment disappears once you map all roads in a finite roadway network. It only takes ~70 drivers to cross every public road in the US once a year, that’s hardly a major investment compared to the utility of self driving cars.

Really it’s little different than many modern drivers being dependent on the GPS for long trips.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Wednesday December 28, 2022 @12:16AM (#34157766)
The difference between pre mapped and random environment disappears once you map all roads in a finite roadway network.

Once you map all the roads and account for very imaginable situation and scenario --- the unexpected and unanticipated will still occur.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Wednesday December 28, 2022 @05:42AM (#34159591)
In unexpected situations they avoid obstacles just like people do.

Mapping isn’t about unexpected situations beyond the loss of GPS.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by gambiting on Wednesday December 28, 2022 @05:59AM (#34159708)
No they don't, that's nonsense. A Tesla FSD just gives up control deciding it has no idea what to do, often with literally 3 second notice. I've driven it and it's the most dangerous system out there - because it seems so good, right up to a point where it completely relinquishes control, leaving you in the middle of a busy intersection, or in traffic behind a cyclist which it literally doesn't know what to do with.

"Just like people do" is only true if you see 7 year olds driving around, I imagine they would have similar capacity to make decisions on the road as Tesla FSD does. Except I imagine even a 7 year old wouldn't just let go of the wheel completely.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Wednesday December 28, 2022 @06:03AM (#34159738)
Tesla doesn’t do self driving. Other companies have cars without humans inside on public streets, that’s self driving.

The use case of self driving taxi already exist as in you tell an app where you want to go and an empty car with AI driver shows up. The app doesn’t always summon an AI driver, but when humans and machines are doing the same job don’t expect the humans to win indefinitely.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by ripe on Tuesday December 27, 2022 @10:03PM (#34157043)
I don't know about "sentient", but yes, cars "have been driving without drivers" for decades. Those are limted demos, not actual, useful self-driving cars. Big difference!

Extract from [1]:

The basic navigation problem has been "solved" for decades. Back in Carnegie Mellon University in 1990, I watched a NavLab van rolling down a trail in Schenley Park behind my graduate student office. Since then, every few years we've been hearing announcements about how self-driving cars were just around the corner.

But between demos and actual products lies a huge chasm. Today, not only do self-driving cars still not exist after billions of dollars and decades of investment, but the experts admit that they are at least a decade away.

And no, you don't get to nit-pick what "self-driving car" means. It still means that I can get in, tell it to go to a destination that I would normally drive to, and then I can go to sleep. That's what's known in the trade as "Level 5" autonomy. Anything less than that is not the life-changing promise that attracts all this investment and press.

If your car can operate only on a few roads, then it's no better than one of those people-mover trains at airports. Those are driverless, too.

[1] https://www.robotsinplainenglish.com/e/2021-08-29-humanoid.h...

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Wednesday December 28, 2022 @05:50AM (#34159643)
That article’s entire premise falls apart based on a single line you skipped over: If your car can operate only on a few roads, then it's no better than one of those people-mover trains at airports.

Coverage area doesn’t somehow require intelligence and these systems operate on far more than a few roads. The same hardware and software could operate on every road in the US at which it would ‘suddenly be intelligent’ even though nothing changed.

Look people always say whatever AI systems can do isn’t intelligent as soon as they can do it. Chess used to be considered a bastion of human supremacy over machines, then go, now the last gasps of self driving.

In 20 years people will say self driving cars aren’t intelligent because they don’t work in North Korea, even as young slowly people stop learning how to drive the same way humanity largely forgot how to drive a horse and buggy.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by ripe on Wednesday December 28, 2022 @11:07AM (#34162351)
> Coverage area doesn't somehow require intelligence

Coverage area is required for practical self-driving solutions, and today's ML based efforts are not close to producing it.

If you measure intelligence in this context by the ability to drive on any roads anywhere, then humans are beating the crap out of "AI".

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Wednesday December 28, 2022 @02:40PM (#34164956)
Waymo cars could drive on any US road, they don’t need detailed mapping efforts.

Their limitation is legal not software.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by ripe on Thursday December 29, 2022 @07:57AM (#34172159)
> Waymo cars could drive on any US road, they don’t need detailed mapping efforts. Their limitation is legal not software.

Again, you’re mixing up “could drive” with actual ability to reliably take me where I want to go. Yeah, NavLab drove from Pittsburgh to San Diego in 1995. That doesn’t mean we had self-driving cars.

And no, Waymo’s limitation is not just legal. Where are you getting that impression from? Sure, they don’t have permits to do other routes, but there’s a good reason for that: they cannot stand behind their product except within their geofence.

I am not saying intelligence equals self driving. I am saying that even if you define it that way, we are far, far away still.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Thursday December 29, 2022 @08:49PM (#34180751)
> reliably take me where I want to go.

That’s got nothing to do with if the technology exists. Nuclear weapons clearly exist but that doesn’t mean you can nuke whoever you want. What you’re arguing is consumer level self driving cars don’t exist which is a strawman that has nothing to do with the reality of the situation.

> Waymo’s limitation is not just legal.

Waymo is currently testing driverless cars in every single state (CA, NV, FL) it’s legal for them to test in. Clearly that does suggest the limitation to add any more states is legal.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by ripe on Friday December 30, 2022 @11:13PM (#34193479)
What do you mean by "the technology exists"? Sure, computers exist, neural networks and machine learning exist, sensors exist. Even geofenced, unprofitable operations like Waymo's exist. But that doesn't mean self-driving cars exist. And yes, of course it has to be mass market. The self-driving story would be pointless if it weren't; that's the whole reason VCs are betting billions on it.

The problem is the insane amount of training needed. The current approach of running repeated learning iterations to iron out corner cases soon runs up against the long tail of thousands and thousands of tiny, unlikely-but-possible scenarios requiring more and more data. Every time you expand the scope of the self-driving car (different roadside conditions, behaviors of pedestrians and other drivers, new roads, weather, etc.), you discover more conditions for the model to train on.

You can't just say, "my model is intelligent. Now it's just an exercise for the reader to train the model on all possible scenarios, and voila! You have a self-driving system!". You have to actually train the model to produce a self-driving car.

This is a never-ending battle. Let me point out how utterly different it is from how human drivers deal with new conditions.

No, self-driving cars don't exist. Not yet. And it's not for legal reasons.

(One technical solution to the self-driving problem would be to also modify all the roads and surroundings to reduce the number of unlikely scenarios that our models have to learn. But this kind of solution is challenging for non-software reasons, plus it would not really be "intelligent" in terms of AGI. It would be more like a tramway. It wouldn't be sexy.)

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Saturday December 31, 2022 @06:07AM (#34195359)
Computers clearly existed before the 1970’s even though nobody was buying personal computers back then. We are at the earliest version of self driving where it’s not affordable for individuals and the use cases are very limited, but that’s not nothing.

The self driving car you want to buy doesn’t exist, but they are already providing a valuable service. Saying well VC’s want to replace all Taxi drivers and all Long haul truckers and all … just means that development will continue but that’s true of most products. We hardly say the CPU doesn’t exist because Intel and AMD are still spending billions on R&D. All existing self driving car investments are really just peanuts compared to what companies will spend as the market matures and profits roll in.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by Retric on Tuesday December 27, 2022 @02:29PM (#34152675)
There is no reason to assume weather is more difficult to deal with than sunny conditions in comparison to human drivers. Car sensors have larger advantages in bad weather than human drivers and they’ve already been demonstrated to work in rain, fog, and snow.

These companies are avoiding bad weather for the same reason human drivers do, they simply have zero reason to take risks.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by gambiting on Tuesday December 27, 2022 @02:44PM (#34152861)
See, this I completely agree with. But OP said that we already have this and now we're basically facing a price/marketing problem and we have self driving cars otherwise - and we definitely don't.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @12:58PM (#34151468)
but can it be done is no longer in question.

The question that remains is whether it *can be done* in an economical manner that is at least as reliable as a human driver. Anything less is a failure in terms of money and lives impacted or lost.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by andsoitis on Tuesday December 27, 2022 @12:36PM (#34151182)
> avoid hitting anything or being hit by anything

Two options for the former are: brake or swerve. While for the latter a 3rd option, accelerate, can also be in play.

Which do you pick when? When you brake or swerve or accelerate, what other environmental factors (e.g. wet road, gravel road, construction workers present), should be taken into account?

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by paxunix on Tuesday December 27, 2022 @04:58PM (#34154416)
It's not that they necessarily need true reasoning. It would just be extremely beneficial, because that's what every human driver already has built-in (although exercised to varying degrees of success).

What about an axe that falls off the landscaping truck in front of you? Or a mattress? Or a harmless styrofoam cooler? The self-driving car does not know what those things are, but suddenly there is <something> in the air that will likely collide with you. The computer is going to be unable to predict how the mattress or the axe or the styrofoam will fly through the air, it can only decide to take abrupt, evasive action. It is also unaware that the person behind the car has been periodically looking down at their phone instead of watching the road, so an abrupt swerve or stop may still cause an accident. A sensible human driver would realize they are taking on additional risk by following such a truck and/or remaining in front of the distracted driver, and maybe decide to change lanes safely. The car's pretend AI has no idea of any of these things until something falls off and it has to react. We'll praise it when it gets it right--ooooh how ingenious! And the apologists will claim "there's no way it could have made a perfect decision--look how many other times it gets it right!" when it fails. And the realists will conclude "ha, stupid computer, told ya so".

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by eternityforest on Tuesday December 27, 2022 @05:38PM (#34154819)
Humans have reasoning, AI has zero aggressive instinct and instant reaction time. It could be a pretty even battle.

They might make really bad decisions in edge cases(Which will get less and less common as more cars get smart), but they might make up for it with perfect behavior in ordinary circumstances.

They will never prioritize convenience or speed or avoiding angering other people over safety. They'll do the safe thing even if no human driver could maintain that level of paranoia at all times.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by practice9 on Tuesday December 27, 2022 @12:15PM (#34150864)
Could you explain why do you think that "reason" is different from "probabilistic associations"? I thought human mind is not deterministic and just good at pruning the improbable patterns retrieved from the memory (when looking for a solution). But I am new to these things
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @12:20PM (#34150942)
Please read the article for an explanation.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by sdenton4 on Tuesday December 27, 2022 @12:18PM (#34150913)
Alas, the world is neither reliable nor consistent, so any approach which is not probabalistic is also doomed to failure.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @12:41PM (#34151268)
Yes, the advantage that human logic and reasoning offers over probabilistic AI is the ability to evaluate and make nearly instant judgments in unique circumstances without prior training.

Defense driving is all about making these sort of judgments --- and choosing the least bad option when there are no good ones.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by fjkdlsjflkds on Tuesday December 27, 2022 @12:51PM (#34151390)
"ability to evaluate and make nearly instant judgments in unique circumstances without prior training"

It could be argued that there are already ML systems that do what you describe (i.e. make instant effective judgements/decisions about something it hasn't been exposed to during training), at least for some contexts. For more information: https://en.wikipedia.org/wiki/Zero-shot_learning

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @01:08PM (#34151619)
You should tell Elon Musk so he can put this into the next sentient Tesla model.
Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by sdenton4 on Tuesday December 27, 2022 @01:43PM (#34152098)
My view is that the Gary Marcus argument is deeply wrong. Here's why.

Current methods are far from perfect, but not for the reasons Marcus believes. Consider that we /should/ be able to derive hypotheses for better system behavior from a given critique, test those proposed system improvements, and then (if the hypothesis is correct) see some improvement. Marcus' crew hasn't produced any useful improvements; this is either because they are not technically competent or their hypotheses are wrong. Given that people have been hammering at these systems for ~10 years now, I doubt the failure to build better logic-based systems (or hybrid systems) is for lack of trying.

Meanwhile, the non-Marcus groups have been improving systems by leaps and bounds, through exactly the kind of iterative, hypothesis-driven improvement I described above. Certainly nothing is perfect, but we can see real progress happening.

(Finally; Tesla FSD is a strawman. It's Waymo you need to argue with, and they're doing great, AFAICT.)

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by jqpabc123 on Tuesday December 27, 2022 @01:50PM (#34152202)
It's Waymo you need to argue with, and they're doing great, AFAICT.

Let's disperse a few thousand of them at random locations across the country for everyday use and see what happens.

AFAICT, no one has actually done this yet.

Re:Artificial Intelligence Is Stupid and Causal Reasoning Wi... by sdenton4 on Wednesday December 28, 2022 @12:08AM (#34157731)
It's a bad argument... The limited, expanding footprint is allowing them to get high reliability, exactly what you're saying you want from the systems, and which Tesla is failing to provide. Their systems are still adapting to stochastic road conditions and events, even if they aren't requiring the systems to handle them everywhere all at once. Success /anywhere/ goes a long way towards proving that the fundamental task of driving in the real world is machine learnable.

There's a more interesting conversation to be had here than the one you're offering, in any case. And you haven't addressed the total failure of the Marcus crew to actually produce working solutions...