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If you want to know what the science says on some topic, you have exactly two valid options:

1. Become an expert in said topic, reading the broad literature, becoming familiar with points and counterpoints, figuring out how research actually works in the field by contributing some papers of your own, and forming your own personal informed opinion on the preponderance of the evidence.

2. Look at the experts' consensus on said topic

Of course, you have other options. A popular one is to adopt the view of one expert in the field that you happen to like, who may or may not accept the consensus view - but this is far more arbitrary than 1 or 2.


If you are not in the field, consensus is often almost impossible to figure out. Remember what gets published is things that are controversial. Thus, things that have consensus are things that are going to be silent in literature if you search for it. Thus, if you're searching for something, you may not actually find the consensus if you're looking, and so the study is hard when you're not already an expert.

> Thus, things that have consensus are things that are going to be silent in literature if you search for it.

Not really; generally consensus ideas will be mentioned in passing while discussing something else. You can get a strong sense of the consensus that way.

For example, I bought several textbooks on early Mesopotamian history, which taught me that Marxism enjoys a strong consensus in that field. And it's not even relevant to the field!


As a Canadian I love the US, think of them as family, but also view them as some sort of relative which has lost their senses. Before most recent times, we'd sadly shake our heads, as this relative does weird things, yet still hope for the best for them. Yet while rambling blathers about invading Canada and compelling 51st statehood would be fondly tolerated in grandpa, not so much for a nation with a massive army and a joy in using it.

So I purpose we strengthen another aspect of American "democracy" that Canadians find amusing, the concept of "hiring people for popularity not competency". Americans, especially at the local level, vote for judges, police chiefs, even dog-catchers, so why not a local scientist! Rather than 1 or 2, we can conjoin this concept with your third option, yet with the officiousness that only a vote can provide!

Each municipality can have a local head scientist, which will proclaim what scientific fact is correct. People can vote on such candidates, and their platform of scientifically correct "things" during election time.

It will all work out very well for them I'm sure, and hopefully, with science thus democratized, perhaps they will be less of a threat over time.

(Sorry, I don't know why your comment made this pop into my head)


Why not just have them vote on the truth. That would be very entertaining and keep them all busy

The point here is that the quantum computer component of the original solution is not doing anything - that the algorithm being run overall is not actually a quantum algorithm, but a classical probabilistic algorithm.

If the quantum computer were a key component of the solution, replacing it with an RNG would have either no longer yielded the right result, or at least would have taken longer to converge to the right result. Instead, the author shows that it runs exactly the same, proving all of the relevant logic was in the classical side and the QC was only contributing noise.


You're conflating two different things. Unless you have some very weird genetic condition, it does taste sweet to you. That is, it activates the same sweet receptors on your tongue and in other parts of your mouth that sugar activates - and more or less to the same extent (relative to concentration).

However, sugar isn't simply a sweet taste. It also has some amount of flavor, and so do the artificial sweeteners, and it is these flavor differences that you (and many others) dislike. Flavor is something that happens in the air tract, and is far more complex than taste.


It absolutely does not. The places on my tongue that taste sweet and the places that taste aspartame are completely different (the latter strongly at back of my throat, sugar strongly on my tongue).

It's a long standing myth that there are different taste regions on the tongue.

I think they meant that coffee contains a lot of other compounds than just caffeine, which something like energy drinks or teas will not include. So you can't necessarily extend conclusions from a study on consumption of coffee to effects that other drinks that happen to include caffeine might have.

Edit: this is especially relevant here, as the study found similar effects in decaffeinated coffee drinkers. So the effects they observed, if real, are not related to caffeine.


This is not a case about Sandy Hook the event - it is a defamation case by the victims of that event, that Alex Jones directly attacked.

This is the biggest difference - no one is claiming that all of the people who lost their loved ones in the 9/11 attacks were actually actors paid to pretend that they were grieving for their parents and children and friends. No one was encouraged to personally attack said victims and survivors to "expose their lies" because of 9/11 conspiracy theories.

Furthermore, defamation law works very differently for claims against public personalities ("Bush did 9/11!") compared to claims against private persons ("this random child shown crying in news reports after her classmates were supposedly killed is actually pretending!"). Also, vague accusations of orchestrating a criminal conspiracy / cover up are far harder to litigate than very clear claims of massive fraud. Finally, the Sandy Hook victims were generally able to show specific damages they suffered, attacks against them by people in their community, because of Jones' actions; Dick Cheney may have been more generally hated because of claims about 9/11 conspiracies, but was not directly harasses in the same way.


That’s sounds like a first amendment violation with more steps.

The first amendment has never been held to give immunity for libel or slander. So if you think it's a first amendment violation, you need to learn that the first amendment does not give blanket immunity for speech that harms others.

Suppose I decide to do some target shooting in my yard and set up a target. One of my shots misses and goes past the target and hits your house where it causes a surprising amount of damage and you sue me.

Would you say that if a court allows that and awards you damages it is a violation of my 2nd Amendment rights with more steps?


It isn't because there's no government prosecution.

That's not really the reason. Even in a civil case, the first amendment certainly would apply to whatever laws allow the civil case to happen.

However, the first amendment is not absolute. Defamation is still a thing in the US. The first amendment creates a higher bar than many other countries (especially for public figures, but the victims in this case aren't public figures), but it is still possible.


How is a ruling in a civil court not a form of government prosecution? It would be more correct to say that your first amendment rights stop at defaming others.

The government didn't bring this civil suit. Ruling on civil disputes is the government's role. That's not what prosecution means.

The word prosecution aside. Who rules on the outcome and enforces it? The state.

The state enforces property rights too. Let's say someone won't let me build a place of worship on their land. Is that a "first amendment violation but with more steps"?

You could make any instance of "government upholds the law" into "constitutional violation" that way.

A ruling in a civil court is very obviously not a prosecution. Because prosecutors can't, by definition, make rulings.

https://news.ycombinator.com/item?id=47876627 this argument is far more persuasive to me btw.


Laws that force the government to violate the constitution are unconstitutional. So yes, a violation but with more steps.

A ruling in a civil court that is enforced by a government is the same thing as the government ruling it, but through transitive properties. It can't be not enforced and enforced at the same time (the argument that civil is somehow not judicial).

In reality we are just griping that our government is too pussy to amend the constitution, and we've already written laws that subvert it, and those are being upheld by a corrupt/politicized supreme court and bullshit case law.


> our government is too pussy to amend the constitution

The federal government can't amend the constitution.

> we've already written laws that subvert it

If you want to see an actual violation of the First Amendment by the government here's one that Thomas Jefferson himself encouraged: https://en.wikipedia.org/wiki/People_v._Croswell

Not even all the Founding Fathers believed in complete freedom of speech.


This is an absurd line, and plainly wrong.

If I were to bring a civil suit against you because the comment above offended my sensibilities, it would be quickly thrown out of court because it is your first amendment right to say anything you like, with certain exceptions that the government recognizes as limitations of this right.

Even though this is a civil matter, it is still a judgement on government law. This is not some contract dispute where the parties are simply seeking arbitration, with no government involvement except as a "service provider" for this arbitration.


Alex Jones will not have a criminal record as a result of this. He has not been declared as committing a crime.

He did take actions that, by civil law, created civil liabilities. He was sued over those liabilities. He failed to participate in the civil litigation process and lost badly as a result.

Civil and criminal law are not the same thing and your insistence otherwise doesn't change the reality.


Civil and criminal law are separate things, absolutely. But the first ammendment applies to both civil and criminal law - it is a limitation on the government's ability to create laws, not just a limitation on the government's ability to pursue criminal penalties.

Alex Jones is only liable because there exists a law that the government created that says that defamation is illegal. Since this is a law, it could have been in conflict with the first ammendment - and, in fact, there have been legal challenges on this very line that reached the SC. But the Supreme Court has found that this is an acceptable limitation on the first amendment rights, with the specific limitations.

But, for example, if the US government wanted to adopt the English law on defamation, it would not be constitutional in the USA, it would run foul of the first ammendment.


> But the Supreme Court has found that this is an acceptable limitation on the first amendment rights, with the specific limitations.

Right, and I think this example is more about maintaining a civil society than it is strictly about freedom of speech. I think it's pretty clear to say that "freedom of speech" has limitations, making the word "freedom" contextually debatable.


What happens if you don't pay your civil liabilities? Civil vs criminal is a silly distinction when it comes to discussing right suppression. Jail time is not the only way to suppress a right.

You go to jail for failure to abide by a court order. Which is still distinct from going to jail for your speech.

Alex Jones can continue to say whatever he wants, from a criminal perspective. He may be somewhat more aware of the potential costs of being a professional liar now, which might cause him to make different decisions as he analyzes the cost/benefit ratio for something he wants to say.

The government won't stop him from saying whatever he chooses to say. The government might enforce costs, should he be sued for what he says and is found liable.


This is not how freedom of speech works. The civil or criminal nature of any law limiting speech is irrelevant. What is relevant is if a law limiting speech is narrow enough and if it serves a purpose that is aligned with the constitution. Anti-defamation laws clearly do serve such a prupsoe (they limit only specific types of speech that is not of public interest, and they exist to protect the victim's constitutional rights where they conflict with the a user's free speech right), so they are compatible with the first amendment, and would have still been if they added criminal penalties and not just civil effects.

The government/congress/states can't make a law or regulation that says "you have a right to never hear anyone signing in the rain". Even if such a law somehow passes, when you bring a civil suit against someone singing in the rain because you claim they violated your right (enshrined in this law) to not hear such singing, you will lose your case, as the law you based it on infringes on the first amendment rights of the singer.

Note that things would be very different if, instead of a law, you had a HOA which enacted a rule saying "singing in the rain is not allowed on the premises; violators will be fined 1000$". Assuming any signage about this is clear enough and so on, you could be forced in court to pay such a fine to the HOA, and may even end up doing jail time if you refuse even after losing a lawsuit with the HOA. The first amendment is a limitation of the state's ability to create laws, it doesn't limit private entities from limiting speech, nor the government's ability to enforce property rights behind such an ability.


> What is relevant is if a law limiting speech is narrow enough and if it serves a purpose that is aligned with the constitution. Anti-defamation laws clearly do serve such a prupsoe (they limit only specific types of speech that is not of public interest, and they exist to protect the victim's constitutional rights where they conflict with the a user's free speech right

I'm sorry, is there something in the constitution that gives you the right to not be defamed?


> is there something in the constitution that gives you the right to not be defamed

Have you considered that there's a significant cultural difference between you and the framers of the Constitution?

Those guys were mostly "gentlemen" in the 18th and 19th century sense. Lying, sullying someone's good name, and otherwise dragging them into disrepute was decidedly "ungentlemanly" conduct. I don't think most of them would consider it "free speech" that could pass without censure, no matter what the text of the constitution said. Let's not forget Alexander Hamilton died in a duel because of some words he didn't even recall saying.

Consider also that the line for what was permissible speech has moved over time. Exhibit A: https://en.wikipedia.org/wiki/United_States_obscenity_law#Pa...


> The government won't stop him from saying whatever he chooses to say. The government might enforce costs, should he be sued for what he says and is found liable.

This is just a shell game of limiting speech.


Enjoy your libertarian hellhole. I prefer to live in a society.

The ignorance on this website is both astonishing and incredibly obnoxious

IANAL but I think of a civil suit as a substitute for the injured party extracting justice by less civilized methods. If you wreck my fence, I can come wreck your fence in retaliation. Or I can sue you. The government is only providing the venue for resolving the dispute.

Now in reality there are political and other influences on court behavior. But the government is neither a plaintiff nor a defendant.


This is only part of civil law. Civil law also governs numerous government regulations as well. If you're fined for illegal parking, that happens in a civil court too - but it's still a suit between you and the state. Even in your example of a destroyed fence, the reason you can bring such a suit in court is that there are state or federal laws that I broke by destroying your fence. If such laws didn't exist, a judge would not help you.

What you're thinking more of is contract law - where two parties go before a judge simply to adjudicate a matter that is entirely of their own invention. If we had signed a contract that said I can touch your fence but in touching it I left a hand print on it, I might think the contract allowed me to do so, while you may think that the hand print constitutes wrecking your fence, and we can go before a judge to decide and enforce said decision. The judge then won't look at any state/federal laws, they will look only at the terms of our contract (assuming the contract itself doesn't violate any laws, of course).


> The government is only providing the venue for resolving the dispute.

The government provides the venue, the decider, the rules of engagement, and enforces the decision. The government stands on the side of the plaintiff, ready to turn the resolution (that the government decided) into the same result as if it were law.

The distinction is nonsense to me.


The judicial branch - which decides - is independent of the executive branch - which enforces.

> The government stands on the side of the plaintiff

The executive stands on the side of whoever the judiciary ruled in favor of. It's an important distinction.


Your comment was bad because you don't know the context of Jones' case and how the penalty was arrived at, and are thus extrapolating without any merit to other people.

Neither Hassan Piker nor Candace Owens, nor any other of the many inflammatory voices on the left or right of the new media ecosystem, have done anything remotely close to the type of harassment that Alex Jones exposed the Sandy Hook victims to. Directly accusing grieving parents and children of being completely fake paid "crisis actors", again and again, with images and "analysis" and so on, is beyond anything another media personality has had the poor taste and temerity to try - perhaps in history, certainly in America.

Even then, the only reason the judgement ended up at such a gigantic number is that Alex Jones and his lawyers refused to argue their case to any extent, and in fact directly attacked and antagonized the court and the judge. They lost the case through summary judgement after repeated refusals to follow the normal procedural rules or even to show up in court. Then, they repeated the same refusal to participate or argue their case during the damages settlement, again forcing the court to simply award the amount requested by the plaintiffs, which is always set to a huge number as a negotiating tactic.

So no, the fact that someone argues that Alex Jones deserved this punishment fully is not in any way in conflict with believing that Hassan or Candace Owens or any other new media personality deserves anything similar.


He had every possible chance to argue his case, both against culpability and then against the specific damages, but both he and the lawyers he hired refused to do so. This 1.4b dollars was not a particularly harsh judgment coming down from the establishment (note that the establishment is the president Jones was a paid campaign member for), it was the result of his implicit acceptance of every claim the Snady Hook parents made.

You're ignoring the biggest problem here: the concentration and extraction of wealth. The sum total of human artists were previously getting those billions of dollars, and now it's OpenAI (and Anthropic, and Google, and Microsoft, and maybe a handful of other players) getting it. Now, maybe it actually used to be hundreds of millions of dollars, and they've grown it to billions, and maybe they deserve some of that - but they're getting all of it. This is the huge issue with this technology, not so much the fact that it exists but that it is being sold by a tiny, tiny amount of people.

I wonder what happened to actual artists though - they seem to be doing fine. I'm sure many people as consumers dabbled in AI art, and reached the conclusion after hours that what they made never looked quite right.

Then they found they could commission an actual artist to draw what they wanted for tens or hundreds of dollars, which is a very good price for getting exactly what you want without having to waste your time playing the token slot machine.


How'd you conclude that artists are doing fine? That doesn't match my experience or observations at all.

I know some pro artists (ppl doing work for big name companies, games, US film studios), either on a contract or employed basis.

They've always told me the same thing - the job is to hit the minimum acceptable level of quality (which to my untrained eye often looks high, but they reassure me, their work is in fact sloppy garbage), using whatever means necessary, even if that means AI.

They don't even hate AI mostly the way art Twitter does, they hate is because it gives unrealistic expectations to what costs how much, and its often not really possible to get useful results - at least that was the case a couple years ago, things might have evolved.

If AI were good enough, they would certainly use it.

As for Twitter people doing commissions, I dont have firsthand experience, but imo their biggest issue is that there are tons of artists from places like Latam or the Philippines who do high quality work and charge very little, and the people who commission don't care - this was the case well before AI.


That's also the wrong framing

AI Labs are getting a tiny cut of the hundreds saved by not hiring an artist.

So regular people save hundreds, the labs get a few dollars, and the artists get nothing.

The artists are still losing, but it's regular people, especially the least able, who are winning.

The coffee shop isn't cutting OAI a $300 check for doing their spring menu. They are pocketing $295 and paying OAI $5.


No. The coffee shop who isn’t paying an artist $300 is gonna get negative reviews and loose customers and money from their bad business decision[1]. I know I would think twice about ordering at a café which uses AI in their marketing, and I am not the only one.

The coffee shop who cannot afford the $300 for an artist and homebrews their design in Microsoft Word is still doing just as before, the coffee shop which can afford it and still pays an artist is still doing fine. The coffee shop which is paying openAI $5 for stolen art, gets to look as cheap as they are.

1: https://www.sfgate.com/food/article/santa-cruz-restaurant-ai...


So to save the idea of $300 (logo design with "local" talent is never $300, it is only that cheap if you offshore it), they tried to ruin a business that presumably employs multiple LOCAL people full time (way more than $300) with 1 star reviews to "punish it"

This is an internet mob at its worst. Not an example of anything to emulate, in my opinion.


People hate AI, and this is one of very few ways people have to punish AI. It is bound to happen.

And in either case, this example destroys the framing that coffee shop owners are the ones who benefit from the systemic art theft employed by AI companies.


Sure, just like every software company using AI is going to go under and every video game using AI will fail?

I am not sure what you mean. The AI backlash is real, and it has real and obvious effects in the real world, with written articles to prove it.

If you are attempting here to shift the focus away from coffee shops (may I remind you, you were the one who brought that as an example) and into video games or software companies, I simply reject that attempt.

That there exists a software company which uses AI in their product and is not failing has no bearing on the framing on how a coffee shop which is too cheap to pay an artist for their logo does indeed look cheap to it’s customers who will be inclined to give that café a negative review or otherwise avoid said café.


I'm shifting the focus to the reality that exists outside of internet mobs.

99% of people don't recognize AI generated content, and don't particularly care enough to pixel scan every image they see.

You can death grip articles of AI art backlash, but they are all these hyper-narrow one off events. But reality is the general population doesn't really see it or care.[1]

1.https://www.forbes.com/sites/conormurray/2026/04/17/the-no-1...


That's an entirely different problem to artists getting "shafted". Not saying it's not a worthwhile discussion, but it is a separate concern.

Having everyone pay phone/internet, office, streaming, music, etc., subscriptions to large tech companies that are effectively monopolies all do that. It's a bigger, pre-existing issue.


Yes, look at how many historical inventors (like the Blue LED, the guys struggling to convince Gates and Balmer to make the Xbox) etc get/got nothing for their efforts compared to the huge sums raked in by the very people actively trying to prevent them from building the idea that made all the money.

AI is hugely beneficial to our species. Our tribalism and "yeah well they earned it!" response to capitalism's rampant production of billionaires is the real problem, not technology.

Why are footballers and movie celebrities paid 50$m a year? There's the answer.


1) Is there a moat? Is there no moat? Are open models as good as the closed ones? I keep getting confused.

2) As one of these artists, I am entirely fine with my entire body of work being used for the purposes of model building. The tech is astonishing and fantastic, and I sincerely hope we will be better through it. As the parent suggested: The idea that people in general previously gave a fuck about compensating artists is hilarious. MS builds models with my work, random people bought, idk, another vacation in Thailand or a fourth pair of shoes with the money that they never spent on art. I know which one I would prefer.

But I do find it particularly juicy that people, who, on the whole, never thought too much about paying artists (which I am also fine with btw!), all of a sudden can't stop wringing their hands about the injustice of it all.


What art have you produced? I did a little googling, and I can't find anything of note in public.

The same issue applies to fastfood, coffee chains and taxi services. Capitalism.

Correct. The way it's being built is exactly all that the US mentality warns about socialism/communism (that giving away your hard work "for the greater good" is a lie and is actually a power grab).

Turns out, if it's American oligarchs profiting from everyone's work, they love the idea!


> Taken to extremes you'll have all wealthy people living in California, and the rest of the country available to us plebs.

Which is exactly what people are afraid of happening, and what they mean by the crisis of housing affordability.

You can go and buy or rent a cheap house today in probably 90% of the localities of the USA. Of course, if you already live in those places, you probably don't have the money, because good work is very hard to find.

The problem of housing is that regular people want to live in NYC, and Chicago, and LA, and all of these places, and relatively near to where their jobs are, and they're seeing the rich own more and more of the space that could have allowed them to do so.


"The problem of housing is that regular people want to live in NYC, and Chicago, and LA, and all of these places, and relatively near to where their jobs are"

It's not clear in your phrasing, but it sounds like this is a casual correlation. It's not... Many people only want to live in these cities because it's the ONLY way to get work, given a choice they would quickly move out.


Or, maybe the jobs are there because people companies want to hire want to live there. We have a way of testing this now given that remote work is a thing. We can see if people would rather work remotely from a cheap house in rural Kansas and have nothing to do in the evenings or live in an expensive apartment in an exciting city where their job is.

It is a cycle that always leads to increased population density, and has done so since the dawn of agriculture. People tend to go where there are more people, and then work and entertainment happens where most people are, which attracts more people, and so on. This was as true in Ur as it is in NYC.

> What they fail to miss is that for every luxury unit that's built and is occupied, some well-off person moved into it... And out of a shitty, cheap unit that's now on the market.

Ah yes, good old trickle down economics, applied to housing. It's obviously always true that the people moving into a new luxury home are coming from existing lower-luxury homes in the same part of the same city, and will immediately sell or rent those homes off at prices no larger than what they themselves had paid for them and no more.

And we're basing all of this on a tiny decrease in the prices of new rent offers in one of the most expensive in the USA, which built a tiny amount of extra homes recently, not even clear of what type. Clear causation well established.


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