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
reply