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If you start with the assumption that the well has run dry and LLMs are never (not any time soon, at least) going be much better or much different than they are now, then yeah, very little about the market makes sense. Everyone willing to put substantial money into the project disagrees.
I'm actually assuming that the dumb money is pumping up a bubble with a significant gaps knowledge on what they are actually investing in and don't have any realistic way of getting a return. Much like other investment bubbles in the past.
Lets reverse the responses
Who wants to blow piles and piles of money on custom silicon that might eventually reduce their inference costs by a bit (though, since they were working with RISC-V, I kind of doubt it'd have ended up being better per-watt; cheaper only after licensing costs are factored in, probably) when a new architecture might render it obsolete at any moment?
Didn't Google already do it with TPU:s although not based on RISC-V?
Inference costs are exaggerated (and the environmental costs of inference are vastly exaggerated). It's certainly a big number in aggregate, but a single large query (30k tokens in, 5k out) for Google's top model, Gemini 2.5 Pro, costs about $0.09 via the API. And further queries on substantially the same material are cheaper due to caching. If it saves your average $50,000 a year office drone 30 seconds, it's more than worth it.
Google ends up losing a lot of money on inference not because it's unaffordable, but because they insist providing inference not only for free, but to search users who didn't even request it. (With a smaller, cheaper model than 2.5 Pro, I'm sure, and I'm sure they do cache output.) Because they think real world feedback and metrics are worth more than their inference spend, because they think that the better models that data will let them build will make it all back and more.
How much of the inference run on Google TPU:s and how much on GPU:s?
Are you now or have you ever been a member of the Communist Party?
Probably Aella
I have some books that i read when I'm trying to sleep that I've read more times than I can count. The reason is that i find them to be cosy and get me in the right headspace to sleep. That I've read them before and know everything that happens is a plus not a minus in this case because what I'm trying to do is relax, not have novel experiences. I enjoy the characters, description and the language used itself.
Let me ask you this, do you ever relisten to music or do you just experience each piece the one time?
If you want to be a social climber act like a normal sociopath and become a politician or a corporate executive.
Are you saying the government should punish one of the greatest mathematicians alive because he expressed his political opinions on things and the current leader doesn't like it?
Not should. Must.
No peaceful government is possible if the power of censorship and control over truth is only available to one side.
When the left picked that sword up, they were warned endlessly that this would have consequences once they would inevitably lose power. There you go.
Only temporarily.
That's already a few years of personell changes and shifting the balance of power within the university system. It can be rolled back, but can't be undone at the snap of the fingers, and is therefore superior the solution you are proposing, that doesn't change anything except for the packaging.
"But I'm not interested in politics."
Too bad. Politics is interested it you. Keep it at bay or perish.
Scientists lost the right to the world's indifference the day Francis Bacon published The New Atlantis.
If one is saying "just add this line of text to your grants" and the other is saying "we will destroy you and your ability to do science and math", I'm not sure why they'd start siding with the second.
If you think the demands of the left stop at parroting some line about equality and everything else is unchanged, you must have missed the last half century of academia.
If you don't want to fall prey to politics, don't let your institution get stacked by political actors.
Most long lived institutions have to learn this. Universities used to understand it. And then they didn't. Here's the outcome.
It doesn't matter that Tao's smart, it doesn't even matter that his work is useful to humanity. Universities aligned themselves with one side of the friend-enemy distinction, that side lost, therefore they must suffer. There is no other way that this can go. This isn't me saying that it is good that this happens, merely that it is a law of nature.
Next time, fight the militants that are trying to use your university for political ends and win. Defeat has consequences.
Perhaps 99/100 alien civilizations succumb to silly governance. But if they're capable of reaching us then we should assume they're actually competent.
An actually competent civilization is nothing like ours. Actually competent civilizations would go all in on eugenics the moment they came up with it, cloning too. Actually competent civilizations would spend surplus wealth not on subsidizing boomers or makework jobs but on building out infrastructure, investment, R&D. They'd do things we wouldn't even think of but would make sense in retrospect, they take all the low-hanging fruit and the high-hanging fruit too.
A popular sci-fi writer doesn't actually hold universal deep wisdom, he just produces fiction we find interesting. 'Nobody can figure out how to program common sense' is a fun, self-congratulatory fictional idea. But it's not actually true. It was based on an old paradigm and has been disproven recently, irregardless of how much people might want it to be true.
There are all these potential objections like 'what if optimizing for IQ results in a nation of 'gifted' child prodigies who burn out in adulthood'? Sounds like a clever objection but there's no actual truth behind it in and of itself. You could adjust your education strategy for this, test, iterate, improve...
'Maybe all this AI stuff is just a great big bubble' is another tale people want to be true. Maybe it is true, perhaps there's some hard wall that scaling, algorithmic improvements, synthetic data and so on just can't surpass. I wouldn't bet on it.
No, you cannot avoid hangwon and gaokao if you have designer babies.
Why not? You could structure the economy such that it wasn't just a few chaebols who dominate everything. You could give affirmative action to applicants with siblings. There are any number of things that a country could do. They could give the top students in exam a harem and tell him to produce 50 kids.
A powerful alien civilization has no need for us as contributors. A few billion low IQ humans are quantitatively and qualitatively inferior to whatever they could cook up with local resources. They would be rightly wary of disrupting their hyperefficient status quo with foreign blood.
If aliens are here, they're doing research to better understand social dynamics because if there's even marginal gains in better understanding the universe, they'll take that cost.
Shit test the students on their opinion of the US as a force for good and weather they hate "straight white men" [tm].
Only temporarily. The next Democratic administration will simply praise all the universities that stood up against "the war on science" and move them to the top of the pecking order, while those that bent the knee will be shunned and see their funding cut in a mirror image of what's happening now.
And what would they do? Move to China, lol? They're too self-interested for that, and China censors even more things they'd be inclined to make noise about. Move to allied nations, maybe Australia in Tao's case? It's not such a strategic loss given their political alignment with the US.
Most who choose to leave will move to Europe, but a few (early career, mostly foreign-born) will find what China can offer them appealing. There's an outside chance that the EU will get off its ass and become a geopolitical rival to the US, but even if they remain aligned it's risky to outsource your brainpower and key industries, TSMC being the most obvious example.
The sanctity of folks like Tao is a strange notion. They themselves believe in equity more than in meritocracy.
That doesn't make him any worse at math. Such beliefs are common in people like Tao from living in a high-IQ bubble their whole lives. You can listen to Richard Feynman claiming that anyone can do physics at his level through hard work alone (apologies for the silly background music). If we were to fire every professor who believed in the blank slate and replace them with true believers in meritocracy, we'd end up with just the inhabitants of this forum. And while the folks here are pretty bright and may include the vice president, I don't think any of us are solving the great mysteries of theoretical physics anytime soon.
Personally I mostly use LLMs as a semi-intelligent rubber ducky, or for generating low-complexity boilerplate code that I don't want to write. It can be useful to bounce ideas off a LLM instead of interrupting one of my coworkers.
It is very annoying to get a lengthy email that is clearly AI generated. Generally they are very low information density and just waste the recipients' time.
The one useful application I have found for that kind of text generation is for dealing with risk and compliance people. For some reason they love reams of bullshit paperwork, and LLMs are very good at giving them nice sounding fluff. It's amazing to be able to throw in a list of bullet points and have it expand that out into something they find sufficient.
They themselves believe in equity more than in meritocracy.
I don't think this is true. They believe in a different kind of meritocracy, specifically one that focuses on the skills needed for social climbing rather than the nominally productive goals that meritocracy usually implies. "Equity" and "equality" are mere tools to be used to gain social standing, whether by elevating oneself or eliminating one's competition.
And yet somehow it seems everyone just takes it for granted, of course it's targeted government punishment coming down over personal wrongthink they say, Tao's beliefs are definitely relevant to the cuts.
No, this is not quite correct. Everyone is acknowledging that even if the government were punishing Tao in particular (and they are not, they are targeting the university in general), then Tao has already voided his right to principled protest. In terms of defense in depth, Tao's motte was already invested with demolition charges, by his own rotten hand.
while the net effects on DEI would be the same as in my proposal.
Again, how?
If UCLA gets their funding cut for woke recruitment practices, but other universities bend the knee, you don't think that creates an incentive for UCLA to clean up house, or doesn't boost the relative position of universities that aren't insane?
Yeah, I'm thinking he should be punished. It's not his place as a mathematician to tell me how orange man bad. I'm not even inclined to care about his supposed groundbreaking work if he has martyr his supposed scientific reason on the altar of woke.
The cancelled grants can just as easily be reinstated by the next administration. The only permanent effects in that case would be years of lost work on those projects (perhaps majority useless, but some worthwhile) and some scientists leaving for Europe or China, while the net effects on DEI would be the same as in my proposal. If you know of some damage that has been done to academia that can't be undone 3 years from now, I'm curious to know what it is.
Nah, I just don't appreciate his rhetorical approach here. It comes across as disingenuous. He's trying to pull the "wise man above the fray descends from his ivory tower to bestow wisdom upon the masses" when in reality he has been down here flinging shit along with the rest of us.
In terms of the actual issue, his funding was not specifically cut, and Tao making this all about him comes across as somewhat egotistical. UCLA's funding was cut for what appear to be fairly legitimate reasons. For example, they are still racially discriminating in college admissions, in flagrant violation of the recent SCOTUS decision. This comment goes into more detail: https://www.themotte.org/post/2732/culture-war-roundup-for-the-week/357296?context=8#context
How?
The diversity statements didn't appear there out of the ether, they are heing pushed forward by people with inatitutional power. Demanding that they merely stop requiring these statements, and change the names of "women's scholarships" to "totally not women's scholarships" will result in no substantial change other than the people who set up this system being marginally more quiet until the next Dem administration.
And what would they do? Move to China, lol? They're too self-interested for that, and China censors even more things they'd be inclined to make noise about. Move to allied nations, maybe Australia in Tao's case? It's not such a strategic loss given their political alignment with the US. Just hate conservatives? Don't they already? If you're going to be hated, it's common sense that there's an advantage in also being feared and taken seriously. For now, they're not taking Trump and his allies seriously. A DEI enforcer on campus is a greater and more viscerally formidable authority. It will take certain costly signals to change that.
I think it's legitimate to treat them with disdain and disregard. Americans can afford it, and people who opportunistically accepted braindead woke narratives don't deserve much better treatment. The sanctity of folks like Tao is a strange notion. They themselves believe in equity more than in meritocracy.
This has clearly been done with MAGA, and Vance is their candidate.
Vance’s central supporter is Thiel, who is gentile German. Thiel seems broadly sympathetic to zionism (hardly uncommon) but is more of a libertarian and was apparently pushing Trump against involvement in the Iran Israel flare up a few months ago.
Nobody is firing professors yet. And no, they'll go to industry, not China. Might actually help with productivity.
At the end of the day this is all a massive, embarrassing bluff, a shit test. A bunch of true believer wokesters in the humanities, with lukewarm STEM intellectuals in tow, are pretending to be the irreplaceable brain of the United States, basically holding the nation hostage. Well, as Lenin said, «intelligentsia is not the brain of the nation, it's its shit», and for all the evils of the Soviet Union it did go to space, and failed through its retarded economic theory (endorsed by many among this very American intelligentsia, surprisingly), not Lenin's anti-meritocratic views.
This movement has, through manipulating procedural outcomes, appropriated funds for (garbage) research that gave their mediocre allies jobs and their commissars more institutional power, delegitimized (potentially very useful) research they didn't like, canceled White and "White-adjacent" academics they didn't like, created a hostile atmosphere and demoralized who knows how many people whose views or ethnicity they didn't like, and now they are supposed to have infinite immunity for their exploitation of the norms of academic freedom and selective enforcement of regulations, because they might throw a hissy fit. And they aren't even delivering! US universities have been rapidly losing their dominance for over a decade! Of top 10 academic institutions, 8 are Chinese already! (Here's a more rigorous, in my view, ranking from CWTS Leiden).
Come to think of it – as a distant echo of these folks' institutional dominance, even I've been permabanned from /r/slatestarcodex of all places, because I've been too discourteous commenting on Kevin Bird's successful cancellation of the "eugenicist" Stephen Hsu (Trace was there too, hah; gave me a stern talking to, shortly before the ban). Now Stephen Hsu is doomposting 24/7 that the US will get brutally folded by China on science, industry and technology. At worst, you might accelerate this by a few months.
It is known I don't like Trump. I don't respect Trump and Trumpism. But his enemies are also undeserving of respect, they are institutionalized terrorists (and many trace their political lineage to literal terrorists), and I can see where Americans are coming from when they say "no negotiation with terrorists". And even then, this is still a kind of negotiation. It's just the first time this academic cabal is facing anything more than a toothless reprimand. Let's see if they change their response in the face of this novel stimulus.
If anything, it is disappointing to me that this pendulum swing is not actually motivated by interest in truth or even by some self-respect among White Americans, it's a power grab by Trump's clique plus panic of Zionists like Bill Ackman who used to support and fund those very institutions with all their excesses and screeds about white supremacy – before they, like the proverbial golem, turned on Israel in the wake of 10/7. But if two wrongs don't make a right, the second wrong doesn't make the original one right either. I have no sympathy for the political culture of American academia, and I endorse calling their bluff.
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