Part of this is that memory companies recognize that nobody is going to enforce antitrust law for the forseeable future, so collusion to raise prices is the norm now.
> The panel held that at the time of the incident, there was no clearly established law holding that officers violate the Fourth or Fourteenth Amendment when they steal property seized pursuant to a warrant. For that reason, the City Officers were entitled to qualified immunity.
And handed down in only one circuit, so the other 80% of cops in the country can say "well, in my circuit there was no established case law that said stealing the property was a constitutional violation."
That's not exactly consistent with the given scenario. Use of force issues tend to have much better case law at both the federal and state levels than property related issues.
> Corbitt v. Vickers, 929 F.3d 1304 (11th Cir. 2019): Qualified immunity granted for officer who, hunting
a fugitive, ended up at the wrong house and forced six children, including two children under the age of
three, to lie on the ground at gunpoint. The officer tried to shoot the family dog, but missed and shot a
10-year-old child that was lying face down, 18 inches away from the officer. The court held that there
was no prior case where an officer accidentally shot a child laying on the ground while the officer was
aiming at a dog.
> Young v. Borders, 850 F.3d 1274 (11th Cir. 2017): Qualified immunity granted to officers who, without
a warrant, started banging on an innocent man’s door without announcing themselves in the middle of
the night. When the man opened the door holding his lawfully-owned handgun, officers opened fire,
killing. One dissenting judge wrote that if these actions are permitted, “then the Second and Fourth
Amendments are having a very bad day in this circuit.”
> Estate of Smart v. City of Wichita, 951 F.3d 1161 (10th Cir. 2020): Qualified immunity granted for
officer who heard gunshots and fired into a crowd of hundreds of people in downtown Wichita, shooting
bystanders and killing an unarmed man who was trying to flee the area. The court held that the shooting
was unconstitutional but there was no clearly established law that police officers could not “open fire on
a fleeing person they (perhaps unreasonably) believed was armed in what they believed to be an active
shooter situation.”
(And a bunch of others.)
And a matching case has to be very specific:
> Baxter v. Bracey, 751 F. App’x 869 (6th Cir. 2018): Qualified immunity granted for officers who sent a
police dog to attack a man who had already surrendered and was sitting on the ground with his hands in
the air. The court held that a prior case holding it unconstitutional to send a police dog after a person
who surrendered by laying on the ground was not sufficiently similar to this case, involving a person
who surrendered by sitting on the ground with his hands up.
The prior opinion in this case, found at Jessop v. City of Fresno , 918 F.3d 1031 (9th Cir. 2019), is hereby withdrawn. A superseding opinion will be filed concurrently with this order. Plaintiffs-Appellants’ petition for rehearing en banc remains pending.
I picked the second one to start. So I don't think that's a great source.
What was the outcome of the lawsuits against the agencies? You don't have to win a suit against an individual. Most of the big payouts have to come from the cities.
I would probably say that both the city and the cop should, independently, be liable. Given the position of authority the city provides, it is ultimately responsible to hire and properly train people who will use that authority well, while the individual is also responsible for their own actions.
If the cop is following procedure, the city and others who set the procedure should be liable. If the cop is breaking procedure, then they should be liable. If there is no clear procedure, then they should both be liable.
Sadly, yes. They're also the populace that voted for that leadership. There are many leaders of major cities that continually push policies that are highly probably to result in legal action due to their conflict with existing law and case law. I don't like it, but its true.
They’ll give you a small handful of examples, of which a number occurred in the UK (famously not a member of the EU), most of which were actually arrests for incitement, and of the remainder the majority were thrown out before ever going to trial, or subsequently on appeal.
Very few of the cases they present will have involved citizens being murdered in the streets by the government for exercising their absolute right to free speech.
The UK has more arrests for social media posts than any other country in the world, including authoritarian countries like Russia, Belarus, etc. Germany is the third highest. Both have thousands, not "a small handful".
In 2023, UK police forces made around 12,000 arrests under the Communications Act 2003 and the Malicious Communications Act 1988. These laws cover sending messages that are "grossly offensive, threatening, indecent, or menacing over communications networks" (which includes social media). Prosecutions resulting tend to come from a small subset of serious crimes - stalking, incitement to hatred, endangering minors etc...
This was gleefully misinterpreted by Musk, Steven Forbes and the rest of the right-wing braintrust as "12,000 people were arrested for saying politically incorrect things."
Germany at third highest is equally in the realm of complete fantasy. The Tagesschau debunked it and concluded that the German numbers make no sense. There is no statistic in Germany for the number of arrests, but the number of people investigated is lower for the period claimed and not all led to arrests so the number is simply a fabrication.
Finally, the notion that China or Russia would self-report less cases than the UK and expect the figure to be believed is farcical. There isn't even something comparable to the anti-activism laws or the HK47 in the UK.
It’s a good thing the specific criticism of this trial is that they didn’t use the most effective vaccine for 65+ people, since you’re concerned about having the most effective vaccines.
I don't think people really understand how big of a wall outside of GPU/TPUs the CPU, ram and even flash market has hit. We're paying as much if not more for the same stuff we were buying 4-5 years ago.
I do think we're more efficient and matrix operations are better (again, GPU/TPUs), but by and large, the computer hardware world has stopped exponential growth.
The period from 1990 to 2005 was amazing. Both in transistor counts and clock speed, it seemed like we were nearly *doubling* performance with every new generation. Memory and disk space had similar gains.
Explain this though. The code is deterministic, even if it relies on pseudo random number generation. It doesn't just happen, someone has to make a conscious decision to force a different code path (or model) if the system is loaded.
Its not deterministic. Any individual floating point mul/add is deterministic, but in a GPU these are all happening in parallel and the accumulation is in the order they happen to complete.
When you add A then B then C, you get a different answer than C then A then B, because floating point, approximation error, subnormals etc.
It can be made deterministic. It's not trivial and can slow it down a bit (not much) but there are environment variables you can set to make your GPU computations bitwise reproducible. I have done this in training models with Pytorch.
For all practical purposes any code reliant on the output of a PRNG is non-deterministic in all but the most pedantic senses... And if the LLM temperature isn't set to 0 LLMs are sampling from a distribution.
If you're going to call a PRNG deterministic then the outcome of a complicated concurrent system with no guaranteed ordering is going to be deterministic too!
No, this isn't right. There are totally legitimate use cases for PRNGs as sources of random number sequences following a certain probability distribution where freezing the seed and getting reproducibility is actually required.
How is this related to overloading? The nondeterminism should not be a function of overloading. It should just time out or reply slower. It will only be dumber if it gets rerouted to a dumber, faster model eg quantized.
Just to make sure I got this right. They serve millions of requests a day & somehow catastrophic error accumulation is what is causing the 10% degradation & no one at Anthropic is noticing it. Is that the theory?
There's a million algorithms to make LLM inference more efficient as a tradeoff for performance, like using a smaller model, using quantized models, using speculative decoding with a more permissive rejection threshold, etc etc
Trains are not an efficient use of time for travel within the US.
The US is huge. If you were take a 300mph (nearing 500kph) train (which would make it the fastest train in the world), it would be OVER an 8 hour trip from New York to LA. (Again, about 2500 miles or 4000k)
Even in some of the densest areas, the trip times end up being pretty long due to distances: dc to New York? 600 kilometers or almost 400 miles.
People aren't taking trains from Madrid to Tallinn, either.
The proper point of comparison here is more medium length trips. There's no reason not to have a high speed train for Portland - Seattle - Vancouver, for example.
This is irrelevant, though, since the size of the country isn’t what determines where people go. It’s not like trains got less practical when Alaska got admitted to the union.
Sprawling, low density, single use zoning, combined with parking minimums, have much more to do with it.
The question was what the train network is like outside the cities. And the answer is we don’t use trains because it is not efficient for the scale of the country. This is correct.
Most people ARE interested in coast to coast travel. It is called flyover country for a reason.
There are a few exceptions like the Baltimore corridor, or the San Francisco peninsula, and these are in fact serviced by good trains.
Train travel from LA to NY wouldn't be efficient, but there are plenty of population poles like LA to SF where train travel would make sense and a network of those could make cross country travel feasible if not in a hurry. But as the GP pointed out, it is not that useful if you can arrive to LA by train, if then when you arrive you need to rent a car before you've even left the station.
It is always shocking to me when I land at an airport in the US and there no public transport available.
It is common for conversations about good local public transport to have a retort in some sub-thread about how big the US is, as if the feasibility of long distance travel affected the feasibility of other modes of local travel.
You mention the SF peninsula. When I first moved there, I lived in the westside of SF and had friends living in Sunnyvale. On a weekend, it took 4 hs to get to Mountain View (~40miles, at the time, checking now it seems like Caltrain weekend service might have improved, so the same trip would take about 2hs), and then had to be picked up by car to finish the rest of the trip. It was faster (~3:30hs, if more expensive) to go from Paris to Amsterdam (>300miles) by train.
I see your point, but consider this: getting to and through a major airport is a huge pain the ass. Trains also tend to take you to city centers more often than airports, which almost always need to be a significant distance from anything interesting due to the noise.
Let's take a hypothetical scenario:
- 5 hours flight time (average for NY and LA), 2 hours on each side to get to and from the airport to the actual city. Total is 9 hours.
- 10 hours train time and 1 hour on each end (which is generous given the proximity of train stations to city centers), 12 hours.
The difference is not that much, and a train ride is so much less faff than a flight that it's not even funny. Little to no security theater, you don't get fondled by security agents, you don't have to stand hours in line with silly passport controls and luggage checkins/pickups. And the list goes on.
A good train infrastructure can be vastly more pleasant than a good air infrastructure. Where air wins out is intercontinental flights where trains are truly not an option anymore.
Eh, you're overselling it. Even in a hypothetical world with a 12 hour train trip, it still loses to an 8 hour plane trip.
You're losing an entire day on the train. You still have to deal with luggage pains, now you're eating on the transportation which will be inferior, and will have similar problems with last mile transportation.
Flying is currently not a great 8 hour experience, but it beats losing an entire day. I can do LA to NY for a weekend trip. (I personally wouldn't but there are some that would for sure)
Trains can and do make sense even in the US, and we do ourselves great harm by underinvesting in them, but there will always be a place for plane travel.
How long would it take from New York to Philadelphia, or Boston to DC? How long would it take between San Diego and SF? What about a train between Chicago and Detroit?
We're building a fast train from Toronto to Quebec city in Canada. It's going to be a lot more comfortable and way faster than driving. A MP in my family takes the train from Montreal to Ottawa very frequently, they don't want to bother with parking in the capital and they can work on the train.
I 100% agree trains might be underfunded in the US. The LA to NY flight will stay preferred to a hypothetical high speed train due to time. It is unlikely ever to be less than 10 hours.
For train rides under 4 hours, and if you can get trains running smoothly (less stops), the time spent on the train and the overall integration of trains is a lot better as a mode of transportation.
NY to Philadelphia is relatively fast. There was a faster train on that route even before Acela (Metroliner). Boston to DC is a fairly long day by train and, while I've done it, no business person who is really on a schedule is going to vs. taking a pretty short flight. (And, if you're really going city to city, both cities have close-in airport options.)
Why did the fed raise interest rates? To soak up some of that cash. It was too slow, but this is exactly the sound money policy that everyone expects. You loosen cash (what you mistakenly call printing money), when you need investment, and tighten cash when inflation and risk taking is out of control.
a sound response to some of the worst fed decision making in US history. they essentially ruined the housing market, priced out a generation of younger buyers, which is now crushing fertility rates, savings, and more
Investment real estate ruined the housing market. All of a sudden housing prices are expected to grow year over year as an investment. As more and more growth expectations were applied to housing, public policy (including zoning) changed to protect those expectations. Is it any surprise that there came a point at which it became too expensive?
Once problem we need to solve is how to unwind housing prices without financially ruining honeowners whose house is their primary/only wealth. Of course this problem is even more severe in areas of the country that are becoming uninhabitable due to changes in climate as it drives down demand.
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