I used to follow the ones from Western companies, but honestly, after some point in time, I would like to see some cases from what I consider is a good benchmark for everyone that does not work in FAANG in terms of engineering.
I would also assume there's a lot of content in the native Chinese forums, which unfortunately, as an English-speaking person, I wouldn't be able to easily refer to :(
[1] https://www.alibabacloud.com/blog/how-does-alibaba-ensure-th...
> However, a small handful of models such as Alibaba’s Qwen and DeepSeek are most popular for inference, with most other models only sporadically called upon. This leads to resource inefficiency, with 17.7 per cent of GPUs allocated to serve only 1.35 per cent of requests in Alibaba Cloud’s marketplace, the researchers found.
> 17.7 per cent of GPUs allocated to serve only 1.35 per cent of requests in Alibaba Cloud’s marketplace, the researchers found
Instead of 1192 GPUs they now use 213 for serving those requests.
"A paper presented at SOSP 2025 details how token-level scheduling helped one GPU serve multiple LLMs, reducing demand from 1,192 to 213 H20s."
Which, if you scale it, matches the GPs statement.
thanks to the US restrictions on semiconductor industry (Chinese), Chinese engineers are being forced to innovate and find their own ways to overcome challenges like the old school engineers (What Silicon Valley used to be)
That said, I'm not sure what the US policies specifically have to do with this. Countries are always in competition with one another, and if one industry or technology is considered a national security threat they will guard it.
I guess I’d assumed this sort of thing would be allocated dynamically. Of course, there’s a benefit to minimizing the number of times you load a model. But surely if a GPU+model is idle for more than a couple minutes it could be freed?
(I’m not an AI guy, though—actually I’m used to asking SLURM for new nodes with every run I do!)
It's likely that these are small unpopular (non flagship) models, or that they only pack eg one layer of each model.
At the scale of a hyperscaler I think Alibaba is the one that would be doing that. AWS, Azure and I assume Alibaba do lease/rent data centers, but someone has to own the servers / GPU racks. I know there are specialized companies like nscale (and more further down the chain) in the mix, but I always assumed they only lease out fixed capacity.
That's an eternity for a request. I highly doubt they will timeout any model they serve.
I'd have to play with the configuration and load calcs, but I'm sure there's a low param, neat solution to the request/service problem.
> That's an eternity for a request. I highly doubt they will timeout any model they serve.
That's what easing functions are for.Let's say 10 GPUs are in use. You keep another 3 with the model loaded. If demand increases slowly you slowly increase your headroom. If demand increases rapidly, you also increase rapidly.
The correct way to do this is more complicated and you should model based on your usage history, but if you have sufficient headroom then very few should be left idle. Remember that these models do requests in batches.
If they don't timeout models, they're throwing money down the drain. Though that wouldn't be uncommon.
Here's a quote from the paper above:
> Given a list of M models to be served, our goal is to minimize the number of GPU instances N required to meet the SLOs for all models through auto-scaling, thus maximizing resource usage. The strawman strategy, i.e., no auto-scaling at all, reserves at least one dedicated instance for each model, leading to N = O(M)
For example, Qwen2 72b is rarely used these days. And yet it will take up 2 of their H20 gpus (with 96GB VRAM) to serve, at the bare minimum, assuming that they don't quantize the BF16 down to FP8 (and I don't think they would, although other providers probably would). And then there's other older models, like the Qwen 2.5, Qwen 2, Qwen 1.5, and Qwen 1 series models. They all take up VRAM if the endpoint is active!
Alibaba cannot easily just timeout these models from VRAM, even if they only get 1 request per hour.
That's the issue. Their backlog of models take up a large amount of VRAM, and yet get ZERO compute most of the time! You can easily use an easing function to scale up from 2 gpus to 200 gpus, but you cannot ever timeout the last 2 gpus that's serving the model.
If you read the paper linked above, it's actually quite interesting how Alibaba goes and solves this problem.
Meanwhile on the other hand, Deepseek solves the issue by just saying "fuck you, we're serving only our latest model and you can deal with it". They're pretty pragmatic about it at least.
If it was engineered right, it would take:
- transfer model weights from NVMe drive/RAM to GPU via PCIe
- upload tiny precompiled code to GPU
- run it with tiny CPU host code
But what you get instead is gigabytes of PyTorch + Nvidia docker container bloatware (hi Nvidia NeMo) that takes forever to start.
I've assumed that as well. It makes sense to me since loading up a model locally takes a while. I wonder if there is some sort of better way I'm not in the know about. That or too GPU poor to know about.
If you're using an efficient inference engine like VLLM, you're adding compilation into the mix, and not all of that is fully cached yet.
If that kind of latency isn't acceptable to you, you have to keep the models loaded.
This (along with batching) is why large local models are a dumb and wasteful idea if you're not serving them at enterprise scale.
Because as a function of hardware and electricity costs, a “cloud” GPU will be many times more efficient per output token. You aren’t loading/offloading models and don’t have any parts of the GPU waiting for input. Everything is fully saturated always.
In that case it's massively increasing your memory requirement not just to the peak the model needs, but to + whatever the other biggest use might be that'll be inherently concurrent with it.
Local models are never a dumb idea. The only time it's dumb to use them in an enterprise is if the infra is Mac Studio with M3 Ultra because pp time is terrible.
14.5% is worth a raise at least. But it’s still misleading.
> Reserving full GPU instances for these models leads to allocating 17.7% of our GPUs to serve only 1.35% of requests
> Deployment results show that Aegaeon reduces the number of GPUs required for serving these models from 1,192 to 213, highlighting an 82% GPU resource saving.
82% of their CPUs were serving 98.6% of all traffic. If they reduced the cluster size, they got it to 96.2% of their CPUs serving 98.6% of their traffic. If they reallocated those, which is more likely, then 96.8% of their CPUs are serving 98.6% of all requests, or around 17% more capacity for popular requests on the same hardware.
> Our current deployment runs in a cross-region cluster comprising 213 H20 GPUs, serving twenty-eight 1.8–7B models (TP=1) and nineteen 32–72B models (TP=4).
I mean, it really shouldn't take tens of seconds for those initialization(s) to occur. There's no good fundamental reason that it should take that long. It's just bloat.
The authors mention that NCCL and Ray initialization were too slow (see quote below), but from the description it sounds like they’ve reimplemented a layer that’s increasingly being standardized by frameworks like nixl and uccl.
> Distributed executor: Inference engines support model parallelism via distributed executors (e.g., Ray [32] and NCCL [9]), whose initialization takes tens of seconds.
hunglee2•3mo ago
rzerowan•3mo ago
hunglee2•3mo ago
reliabilityguy•3mo ago
dataviz1000•3mo ago
The streets are flooded with cheap Chinese cars and I see more BYD than American cars. If the car wasn't made in Japan or Korea which probably account for most of the cars, it was likely made in China. Moreover, I haven't been in countries with the closest ties to China.
sofixa•3mo ago
This isn't surprising in any way, American "cars" (quotes because the vast majority of what American manufacturers pump out isn't cars, it's trucks) haven't been competitive in decades. The only globally competitive vehicles were developed in Europe by GM Europe (Opel, since sold to PSA now Stellantis) or Ford Europe (which axed all models bar the Puma). The rest is too big, expensive and inefficient from the vast majority of uses. Tariffs and good marketing keep American car manufacturers in business in the US, but those don't work in most other markets.
The more appropriate comparison is with European automakers such as VW Group, Stellantis (Peugeot, Citroën, DS, Fiat, Chrysler, Dodge, Ram), Renault. And there too BYD is winning as well in mosy countries, but at least there's a comparison possible.
Workaccount2•3mo ago
It's like trying to level your MMORPG character to 100 by only farming in lvl 30-40 mob areas. It's really not worth it and mostly forced.
sofixa•3mo ago
Take Renault for example, their Renault 5 and 4 EVs are good looking, not luxury but definitely premium, and the 5 sedan starts at 30k€; the 4 crossover starts at 29k€. This is before a 5k€ government subsidy. Their boring, fewer bells and whistles, low cost model, the Dacia Spring, starts at 17k€. The Renault 5 and 4 are made almost entirely in France, while the Dacia is made in Romania - a lower cost country, but still an EU member state.
The comparable in size and autonomy BYD Dolphin starts at 20k€. Both for cheapness and quality/design, Renault are competitive.
rkomorn•3mo ago
They really nailed the modern-with-subtle-calls-to-retro look.
sofixa•3mo ago
rkomorn•3mo ago
Bit of an absurd car, but the modern (non-turbo) 5's slight bumps over the rear wheels are such a good callback to the Turbo (the original Renault 5 were basically all flat).
Really fine design stuff IMO.
tsunamifury•3mo ago
Japan eventually stopped that role and their products improved greatly.
djmips•3mo ago
tsunamifury•3mo ago
throwaway2037•3mo ago
segmondy•3mo ago
go to 2024, western labs were crushing it.
it's now 2025, and from china, we have deepseek, qwen, kimi, glm, ernie and many more capable models keeping up with western labs. there are actually now more chinese labs releasing sota models than western labs.
hunglee2•3mo ago
segmondy•3mo ago
mixologist•3mo ago
does it really feel like they have a chance to recover all the expenses in the future?
crypto grifters pivoted to ai and, same as last time, normal people don’t want to have anything to do with them.
considering the amount of money burned on this garbage, i think we can at least declare a looser.
Workaccount2•3mo ago
They are lauded for the ability to cost ratio, or their ability to parameter ratio, but virtually everyone using LLMs for productive work are using ChatGPT/Gemini/Claude.
They are kind of like Huffy bicycles. Good value, work well, but if you go to any serious event, no one will be riding one.
segmondy•3mo ago
Workaccount2•3mo ago
This aligns with the benchmarks as well; they benchmark great for what they are, but still bottom of the barrel when competing for "state of the art."
And yes, it's great you daily Chinese models, but the vast majority of people try them, say "impressive", then go back to the most performant models.
vachina•3mo ago
MSFT_Edging•3mo ago
Workaccount2•3mo ago
rasz•3mo ago
NSPG911•3mo ago
while qwen, deepseek and kimi are opensourced and good, they are preferred because of their insane token ratio, they use a lot less for more, but a by product is that they are less accurate it is amazing progress by the chinese companies, but they definitely can improve a lot more
dlisboa•3mo ago
In many senses there's hubris in the western* view of China accomplishments: most of what western companies have created has had significant contribution by Chinese scientists or manufacturing, without which those companies would have nothing. If you look at the names of AI researchers there's a strong pattern even if some are currently plying their trade in the west.
---
* I hate the term "western" because some "westeners" use it to separated what they think are "civilized" from "uncivilized", hence for them LATAM is not "western" even though everything about LATAM countries is western.
achierius•3mo ago
While I don't disagree with your overall point, it's important to recognize that this is only a phenomenon of the last ~30 years, and to avoid falling into the trapn of Han racial chauvinism. E.g. there were ~no Chinese scientists in Germany in the 70s but they were heavily innovating nevertheless.
dlisboa•3mo ago
Consequently newer tech is precisely where global cooperation is most required so no country can really do it by themselves. We could even say no country, western or otherwise, has been doing it on their own for the past 500 years or so but alas...
tsunamifury•3mo ago
notepad0x90•3mo ago
China for sure will catch up, the question is what they will do with it. They're not ambitious like the US/West. The US wanted influence all over the world as an extension of the cold war and to keep economic interests safeguarded. But China just doesn't operate that way. They're more hands-off. They could be opening up alibaba cloud datacenters all over the US, offering it as an AWS/Azure alternative, funding tons of startups all over europe, the US,etc... to exert their influence, but they won't. They have a more long-term low-and-slow approach to global domination. The "100 year marathon" as they called it, which they'll win for sure.
China's greatest weakness is not just their lack of ambition,but their command-economy. They're doing capitalism but with central control of the economy. It intertwines government policy with corporate policy, making it harder to do business overseas (like with bytedance/tiktok).
tsunamifury•3mo ago
Westernism is broadly an extension of the academic notion of classicism, starting in Egypt and then Greece Rome and into Europe and the Americas.
notepad0x90•3mo ago
tsunamifury•3mo ago
notepad0x90•3mo ago
tsunamifury•3mo ago
zawaideh•3mo ago
newyankee•3mo ago
tsunamifury•3mo ago
How is this hard to understand?
Broadly speaking coast de ivory and the like is not a participant in the international community.
tsimionescu•3mo ago
tsunamifury•3mo ago
nicoburns•3mo ago
Wait, really? I thought "international community" meant all countries.
acaloiar•3mo ago
Sometimes it's used in the expected way, but (more?) often, "international community" euphemistically refers to whomever is currently one of, or an ally of the above mentioned countries.
tsimionescu•3mo ago
onlyrealcuzzo•3mo ago
It's worked for a very long time for aircraft.
China has been pushing to build its own aircraft for >23 years. It took 14 years for COMAC to get its first regional jet flying commercial flights on a Chinese airline, and 21 years to get a narrow-body plane flying a commercial flight on a Chinese airline.
If for no technical reasons and purely political, COMAC may still be decades away from being able to fly to most of the world.
Likewise, in ~5 years, China may be able to build Chips that are as good as Nvidia after Nvidia's 90% profit margin - i.e. they are 1/10th as good for the price - but since they can buy them for cost - they're they same price for performance and good enough.
If for purely political reasons, China may never be able to export these chips to most of the world - which limits their scale - which makes it harder to make them cost effective compared to Western chips.
sofixa•3mo ago
And both those planes have a strong dependency on "western" components that won't be overcome before the 2030s, and even then, they're around a generation behind.
huntertwo•3mo ago
sofixa•3mo ago
CFM LEAP, latest short-to-medium-haul airliner engine from CFM (GE+Safran) is from 2013 (first run). Its predecessor, CFM56, is from 1974 (first run) and saw a few evolutions, including as late as 2009.
Yoric•3mo ago
Note that this happens at the same time the US is breaking up its own alliances, so as of this writing, there's no such thing as certainty about politics.
ahmeneeroe-v2•3mo ago
This isn't happening. The US is driving a harder bargain with our allies. No one serious thinks anyone is walking away from alliances with the US.
brookst•3mo ago
ahmeneeroe-v2•3mo ago
Obviously Wall Street would have preferred purchasing from US-listed/owned arms companies, but from the perspective of a military alliance, having well-armed allies is the main point.
It's really hard to argue with Trump's methods if they led to Europe finally spending on their own defense.
markdown•3mo ago
ahmeneeroe-v2•3mo ago
antonvs•3mo ago
On the contrary, his methods are ridiculous. He could have achieved similar ends without kowtowing to Russia, without squandering the opportunity to further weaken Russia’s military capacity, and so on. Something similar applies to pretty much everything else he’s done. He incurs collateral damage on everything even when it’s completely unnecessary to do so. It’s a definitional example of egregious incompetence.
brookst•3mo ago
The fact that they are doing this because they don’t trust the US to honor its commitments is a very different proposition from “maybe it’s for the best”.
And if you’re familiar with world war 1 and 2, you might doubt that significant increase in domestic military production is a wholly good thing.
But point stands: it’s an example of formerly-strong alliance that is no longer trusted.
redserk•3mo ago
The question of “can we trust the American government” is now being asked more often. Existing alliances and new potential alliances face that question, whether or not you personally believe that they should trust America.
Even if no concrete actions are being performed with asking that question, the fact that question is even being asked is a major drop from where we were.
ahmeneeroe-v2•3mo ago
From the US perspective, we have been asking ourselves "can we trust Europe's military capacity" for a very long time and the answer (prior to 2025) was: NO.
With Trump on one side and Russia on the other, it seems like the answer has shifted to: MAYBE.
Yoric•3mo ago
When the US called its allies to its wars, NATO responded. Now that the rest of NATO is being threatened, the US is playing neutral, trying to see which side will bid highest for their help.
ahmeneeroe-v2•3mo ago
redserk•3mo ago
1. https://apnews.com/article/russia-nato-members-borders-airsp...
2. https://www.reuters.com/world/europe/russian-drone-that-cras...
3. https://www.reuters.com/world/europe/lithuania-says-russian-...
Among other events, like drones being spotted near commercial airports.
Are you suggesting repeated airspace intrusions and acts against civilians are merely acts of innocence?
organsnyder•3mo ago
NATO's mutual defense clause has only been activated once: after 9/11, when the United States declared war on the Taliban in Afghanistan.
Out of the 3621 deaths of coalition soldiers, 1160 of them were from nations other than the United States, including 457 from the UK, 159 from Canada, and 90 from France.
https://en.wikipedia.org/wiki/Coalition_casualties_in_Afghan...
ahmeneeroe-v2•3mo ago
2001 was 24 years ago. A lot has changed since then. Europe's militaries are much degraded and the threats are much enhanced.
traverseda•3mo ago
Yoric•3mo ago
It's "block everything that depends on US clouds", which is a considerable downgrade (because you can't upload all mission parameters to an airplane without going through the cloud, and you can't use self-diagnosis features), but not entirely a kill switch. Close enough, though.
Our_Benefactors•3mo ago
Proof of this happening or even having the capability of happening? There is none.
fxtentacle•3mo ago
The EU is pumping money into what they call "digital sovereignty" left and right. Germany just cancelled their Microsoft subscriptions and replaced them with self-funded Open Source for Schleswig-Holstein, which is roughly 5% of all government employees. That's one hell of a trial run. Germany's "OpenDesk" and France’s "La Suite numérique" even made into the new "Franco-German Economic Agenda 2025", which self-describes as "bilateral coordination to full swing for a more sovereign Europe".
ahmeneeroe-v2•3mo ago
Yoric•3mo ago
I mean, the current administration has repeatedly threatened to invade militarily two of its allies. Also, it has repeatedly threatened to not honor military agreements with most others, and both the current president and vice-president have insulted the leaders of several allied countries to their face.
Oh, and if that weren't sufficient, the current admin has unilaterally broken all trade treaties (alongside most intellectual property treaties) it held with its commercial partners.
The EU is slow at it, but it's no accident that everybody is doing their best to move away from US tech and military dependencies.
x1ph0z•3mo ago
ahmeneeroe-v2•3mo ago
wood_spirit•3mo ago
ambicapter•3mo ago
hmm37•3mo ago
kelipso•3mo ago
ta20240528•3mo ago
See what I did there?
ambicapter•3mo ago
ta20240528•3mo ago
Sigh, the OP chucked out a casual insult at the Chinese because - unlike the USA and EU - their society is unable to (to date) build an international airliner business.
I deftly pointed out that the USA - despite is historical achievements - cannot build a high speed rail network and industry.
Once cannot cherry-pick the data one likes.
fnord123•3mo ago
samus•3mo ago
If you compromise on safety, you get something that is still suitable for the military. If you don't care about economics you can participate in the space race.
But for commercial air travel, you don't have the luxury to pick just two; a competitive commercial airliner has to perform exceedingly well in all three regards.
If you're an airline using expensive aircraft you will go bankrupt. If your aircraft is too slow then your competitors will eat your lunch, and if you have a reputation of being unsafe then your customers will run away or the government will pull the plug (likely both).
IMHO affordable commercial air travel is one of the biggest marvels of 20th century engineering.
garblegarble•3mo ago
This doesn't matter so much for military purposes: they can easily eat the cost of a higher maintenance and replacement schedule on a smaller number of military jets with fewer hours on them.
This gives them more iteration cycles, speeding their building up of experience. They're catching up. Industrial espionage will help them along too, but not as much as the experience from engineering their own designs.
fooker•3mo ago
While you type this, the rest of the world is already using Chinese cars, something that was unthinkable a year or two ago.
The US has closed the market off from this for its auto industry to survive.
Alupis•3mo ago
[1] https://www.whitehouse.gov/fact-sheets/2025/03/fact-sheet-pr...
lmz•3mo ago
Alupis•3mo ago
wobfan•3mo ago
Because, as a EU citizen, I have never in my life seen any tests that carmarkers are advertising with that focus on pedestrians. I am regularly seeing tests that focus on occupants though, e.g. the Euro NCAP. But I am by no means an expert.
It would be hard to focus on pedestrian safety from a carmaker standpoint except for adding software features that recognize people in front of you and auto-brake or smth, which definitely is not the focus of the tests here. It may be a requirement though. The more I think about it, the more sure I am that you just made this up, sorry.
HPsquared•3mo ago
https://www.euroncap.com/en/car-safety/the-ratings-explained...
thelastgallon•3mo ago
How can a car focus on the safety of pedestrian? Does it detect a pedestrian and fly away like a drone?
lmz•3mo ago
wasmitnetzen•3mo ago
DiogenesKynikos•3mo ago
You can look at the Euro NCAP ratings for the 2023 BYD Seal, for example: https://www.euroncap.com/en/results/byd/seal/50012. They break down the rating based on safety for adult occupants, child occupants and pedestrians. These ratings are based on many different crash tests.
DiogenesKynikos•3mo ago
fooker•3mo ago
This was correct a few years years ago.
It's actually the opposite nowadays, most of these cars are safer than the typical 2.5L 4 cylinder American car. Both the EU and Australia has been completely flooded with these cars, to an extent that you'd have to see it to believe it.
rayiner•3mo ago
bad_haircut72•3mo ago
rayiner•3mo ago
switchbak•3mo ago
I think it's ostensibly supposed to be more about shared cultural values, but even that is a pretty weak way to divide countries. Perhaps "an ally of the United States" is a little more accurate?
Any societal dividing line like this is bound to hit on problems once subjected to the real world.
huntertwo•3mo ago
hollerith•3mo ago
chuckadams•3mo ago
hbarka•3mo ago
switchbak•3mo ago
tsunamifury•3mo ago
Concepts that enable the individual should empower a chosen configuration of society not the other way around.
Contrast this with non westernism where either education of the individual is not valued or the state is the primary goal over the individual.
I’ve worked with states governments and individuals around the world for 20 years and find this very useful definition. What’s confusing is the nations who have half adopted westernism but don’t fully due to either caste systems or government dominated thinking.
It’s an arrow towards rationalism over tradition, individualism over collectivism, flatness over hierarchy, and future over past. But only the limit of the resources any given society has.
caycep•3mo ago
Also, isn't this the usual path to better computer science? Reducing computation needs by making better/more efficient algorithms? The whole "trillions of dollars of brute force GPU strength" proposed by Altman, Nadella, Musk et al just seems to reinforce that these are business people at heart, not engineers/computer scientists...
nextworddev•3mo ago
nextworddev•3mo ago
raincole•3mo ago
Why would I do that tho? If we look at the names of scientists/researchers/engineers/businessmen, the conclusion would be that the US has contributed nothing to the world. Europeans did all the hard work!
thesmtsolver•3mo ago
Historically, top scientists/researchers/engineers/businessmen migrate from rest of the world to the US rather than to Europe or China.
Imagine if Europe or China were a bit more open with immigration and equally attractive, we would see the same pattern there too.
lawlessone•3mo ago
hshdhdhj4444•3mo ago
ahmeneeroe-v2•3mo ago
Preventing that could have been prevented in the 70s, 80s, 90s by stopping offshoring, blocking student visas, and prosecuting IP theft.
brookst•3mo ago
It is not possible to keep core IP secret. HN folks, of all people, should know this. Anything that thousands of people know is de facto public knowledge.
ahmeneeroe-v2•3mo ago
>students would have just gone to other countries, written their PhD dissertations there, advanced another country’s tech sector,
which other countries specifically? No other country has a tech sector. It's the US hegemony or the China hegemony.
FpUser•3mo ago
I do not think they need permission. There is no force that could order country to recognize IP. Do you really expect all world forever pay rent to few giant corps?
ahmeneeroe-v2•3mo ago
You're talking about recognizing IP, I am talking about stealing IP AND selling stolen IP in our markets.
1st: yes force can be used to discourage the theft of IP. This is merely an obstacle, not a total blocker 2nd: yes force can be used to block IP from our markets. This is actually incredibly trivial and would have been very easy 40-years ago.
FpUser•3mo ago
If country does not recognize IP then "stealing" is not a theft in their eyes.
As for using force to prevent "theft": what force? Military? You might get burned really bad.
corimaith•3mo ago
FpUser•3mo ago
That was the original message. My understanding of "our markets" was customers of the US which include the US itself, China and many other countries. Sure the US can prohibit importing of China's goods. It can not control what happens in the rest of the world to the degree that it once could.
ahmeneeroe-v2•3mo ago
ahmeneeroe-v2•3mo ago
corimaith•3mo ago
Talent is proportional to population, but that only matters if society and state has the infrastructure to raise that talent up. Otherwise Nigeria or Indonesia would be scientific powerhouses, and Iran would have modern fighter jets.
Cyph0n•3mo ago
The reason why these statements are not true is because of colonization, delayed industrialization, and Western intervention post-independence. Getting out of this “quicksand” is exceedingly difficult.
China did well to industrialize quickly and keep intervention at bay - in fact, you could argue that it making the rest of the world reliant on its industrial capacity helped address the intervention problem.
wagwang•3mo ago
Cyph0n•3mo ago
Japan pre-45 was a world power, and had industrialized by the early 1900s. WW2 was a mere setback.
Korea is more of a “miracle” than Japan was, but they also did well to industrialize ASAP. They also didn’t face the brunt of European colonialism.
shakow•3mo ago
But they faced the brunt of Chinese & Japanese colonialism, and a full-blown civil war after which their GDP per capita was in the same ballpark as Kenya's.
Cyph0n•3mo ago
wagwang•3mo ago
Cyph0n•3mo ago
wagwang•3mo ago
heavyset_go•3mo ago
China made the right choice to dump a ton of resources into different industries without the expectation of immediate RoI or any RoI at all. Anyone or anything that got in the way of their goals were dealt with.
markdown•3mo ago
dontlaugh•3mo ago
dontlaugh•3mo ago
Imperialism (as a system of extracting wealth from poor countries) continues to exist, but China has a working countermeasure. You can see similar with Vietnam.
wagwang•3mo ago
heavyset_go•3mo ago
Similarly in WWI, it was invaded by Australia and only gained independence in 1975.
Before that, it was split between Germany, the British and Dutch.
Before that, its population was impressed and blackbirded by European traders.
Like cargo cults literally developed there lol
wagwang•3mo ago
heavyset_go•3mo ago
delfinom•3mo ago
ahmeneeroe-v2•3mo ago
I would characterize my recommendations as things that could have been done for the US to not fund or encourage the re-rise of China.
corimaith•3mo ago
gessha•3mo ago
https://asteriskmag.com/issues/10/the-origin-of-the-research...
adventured•3mo ago
The elites thought they'd set up shop in a new, gigantic consumer market and reap the rewards. So they got Clinton to spend his last days in office lobbying very aggressively for China's inclusion into the WTO.
China had different plans. Keeping the plunderers out (this time) was one of the smartest moves any nation has made in recorded history. Then the same elites slowly pivoted against China, post realizing they wouldn't be allowed to own China. If we can own you, you're our friend; if we can't own you, you're our enemy. And this is quite obviously not a defense of China's human rights record or anything else, that's not the point. China only mattered (in the enemy sense) when the elites realized they were going to be locked on the outside of the rise.
marcosdumay•3mo ago
So... Seems that's exactly what they are getting.
fspeech•3mo ago
deadbabe•3mo ago
aleph_minus_one•3mo ago
Dream on ...
lurk2•3mo ago
It’s notable that China did not adopt the same policy during the period you are associating with their rise. Indeed, they’ve taken the opposite stance in recent years and (now that they have stolen American IP) have moved to seize control of assets and expel the superfluous foreigners.
There is a lesson to be learned there, but it’s contrary to the argument you are trying to make.
hopelite•3mo ago
Your first statement is not likely unique to China though, even though they have demonstrated that in about the last 40 years, which I don't really think qualifies as "history". What it does demonstrate is that societies that have a certain kind of ethnic self-respect and can cast off the detrimental influences of foreign, hostile, and even enemy elements to pursue their own self-interest and survival will succeed, regardless of hurdles placed before them.
It's really just a story of personal development and either escaping, evading, and avoiding detrimental, toxic people and their behaviors. All of humanity that all has to currently still share a single planet with ZERO save spots, would be better off if we all not just allowed each other to be ourselves in our won places without others subverting, subjugating, infiltrating, dominating, poisoning, or polluting any other people on the planet. Then everyone can decide if we want to be friends or not friends with each other, collaborate and be friendly or simply avoid each other. We do not have to like each other to get along if everyone agrees on a base understanding that no people can parasitize and abuse and manipulate any others.
huntertwo•3mo ago
It’s funny - it’s at the point with Chinese manufacturing for niche electronic goods (e.g rooftop van air conditioner) where some Chinese brands are more trustworthy - more value for your money and sometimes even better overall quality. With American brands you gotta make sure you’re not overpaying for dated tech that is inefficient. Maybe the same will happen with LLMs.
xbar•3mo ago
ehnto•3mo ago
Enterprises often prefer having US based support and so can prefer US or European machines that have that supply chain setup.
MSFT_Edging•3mo ago
Mexico is a modern country, an industrialized country, a country that is exactly as "western" as the US or Canada. They have the same religious beliefs, speak a dialect of a European language. They have European style cities, a long history of cultural contributions. Yet they're not white enough to be part of "The West".
I think at this point we should be honest with ourselves in it's usage. 90% of the time it's a racist dog whistle.
lazide•3mo ago
You do realize that antagonizing people with nuclear weapons and the largest economies in the world rarely results in positive results, right?
hopelite•3mo ago
lazide•3mo ago
skinnymuch•3mo ago
The stuff you bring up ignore the power dynamics which are arguably the most important part.
andsoitis•3mo ago
In many contexts, Mexico and other LatAm countries are included in the Western Civilization grouping. For instance: https://worldpopulationreview.com/country-rankings/western-c...
Earlier in your comment you say “half the time” while you end with “90% of the time” the phrase “western” is a racist expression, undermining your argument that is already flawed, emotional, and anti-constructive.
tw04•3mo ago
Really? How long has China been attempting to build their own jet engines? How long have they been attempting to build competitive CPUs?
History has shown withholding tech successfully keeps them at least a generation behind the west.
In some fields like CPUs they “make up for it” by just building larger clusters, but ultimately history does not show what you’re claiming. The only thing it shows is that we need to be even more diligent in protecting IP because a large portion of their catching up is a direct result of stealing the tech they were cut off from.
slaw•3mo ago
https://en.wikipedia.org/wiki/ACAE_CJ-1000A
https://en.wikipedia.org/wiki/Semiconductor_Manufacturing_In...
tw04•3mo ago
Huh? Did you read your own link? The jet engine that was shown at an aviation show as a non-functioning prototype in 2011, with hopes they'd have a functioning version by 2016, and in service by 2020 (it wasn't in service in 2020). Notice at the very top of your own article it says "still in development".
>CPU since 2000
That isn't remotely competitive, and at least a full generation behind.
slaw•3mo ago
tw04•3mo ago
Literally anyone can make a prototype jet engine. The metallurgy and process to make a functioning one is several orders of magnitude more difficult. Which is why... China still buys the vast, vast majority of their jet engines from Russia for military use. And their commercial passenger jets use engines from CFM.
corimaith•3mo ago
I don't think you can really produce a definite counterfactual that they would or wouldn't have taken longer or shorter without it, but certainly they were pushing for self sufficiency long before technology restrictions. But we're not going to be handing our technologies to our competitors on a silver platter, and it's also best for businesses to start weaning themselves off the Chiinese market. Virtually every market reliant on them today is in big trouble.
As for hubris, I think that's more a projection of your part if you want to start bringing up race cards with regards to contributions, that kind of argument would be applicable to everyone. And AI research is highly diverse and international, Chinese names don't dominate the list more than Turks, Greeks, Malaysians, etc.
heavyset_go•3mo ago
sokoloff•3mo ago
Despite ample and repeated evidence that they can and, in China’s case, that they’re the best in the world in several areas of manufacturing.
JuniperMesos•3mo ago
notepad0x90•3mo ago
Aside from geography, attracting talent from all over the world is the one edge the US has a nation over countries like China. But now the US is trying to be xenophobic like China, restrict tech import/export like China but compete against 10x population and lack of similar levels of internal strife and fissures.
The world, even Europe is looking for a new country to take on a leader/superpower role. China isn't there yet, but it might get there in a few years after their next-gen fighter jets and catching up to ASML.
But, China's greatest weakness is their lack of ambition and focus on regional matters like Taiwan and south china sea, instead of winning over western europe and india.
dlisboa•3mo ago
That's a strength. Them not having interest in global domination and regime change other than their backyard is what allows them to easily make partners in Africa and LATAM, the most important regions for raw materials.
notepad0x90•3mo ago
It is a strength, if their goal is to have a stable and prosperous country long term, and that seems to be what they want. good for them. But nature abhors a vacuum, so there will always be an empire at the top of the food chain. Such empires want to maximize wealth for their people and secure them against threats, that's why invasions and exploitation of weaker countries happens. That game hasn't changed. Friendly relations work, until you need a lot of resources from a country that doesn't want to give it up. Or, like with the US, when they're opening up military bases next to your borders and you need a buffer state. Or, when naval blockades and sanctions are being enforced against your country for not complying with extra-sovereign demands.
History shows that countries content with what they have collapse or weaken very quickly.
China will have a population crisis in a few decades for example, and it won't have the large manufacturing base and its people will be too used to luxuries to go back to slaving for western countries for pennies. Keep in mind that the current china itself is so great and prosperous because of all the invasions it did against western china and satellite states like Vietnam and north Korea (the US isn't special in this regard).
lossolo•3mo ago
The world has been bipolar and multipolar before in history, and it can be again. The unipolar period of American dominance is ending.
notepad0x90•3mo ago
OrvalWintermute•3mo ago
"while the CCP accuses the West of predatory interest rates, the average Chinese rescue loan carries an interest rate of about 5 percent, more than double the IMF’s standard 2 percent. As of Oct. 1, 2025, despite higher U.S. interest rates, the IMF’s Special Drawing Rights lending rate stands at only 3.41 percent, still significantly lower than what China charges struggling nations for so-called relief."
These countries paying these loans are the ones least able to pay them back, and at more than double IMF loans, they are really putting them in a vise.
skinnymuch•3mo ago
You did the equivalent of showing some stat showing black and brown people do violence and crimes and saying “see how uncivilized they are” ignoring everything else.
ikidd•3mo ago
I don't even know where to begin with that one.
anonzzzies•3mo ago
Jackpillar•3mo ago
bkandel•3mo ago
notepad0x90•3mo ago
Without immigration, the US would have faced the same problems.
FooBarWidget•3mo ago
csomar•3mo ago
How can they have international hegemony before they clear their regional order? China is more interested in aligning Taiwan than invading; though it’ll probably invade if it can’t align it diplomatically.
China is probably not interested in continuing the current Western-style order but to implement their own sino-stuff. At least with the CCP at the helm.
notepad0x90•3mo ago
They're all over Africa and south Asia. But unlike the US/West they don't exert political influence. When they build infrastructure for example, they set up worker camps, isolated from the local population. they only employ their own imported people and clean up and leave quietly afterwards.
They're acting like good business partners, instead of a superpower wielding it's might and extending its influence. it's good for business for all involved parties for sure, and smart too. But not having strong influence means for example, the US can come in, outbid them, bail out african loans to China and they lose that source of commerce.
rayiner•3mo ago
I can’t tell whether you think the anti-immigration stance is a good thing or bad thing.
notepad0x90•3mo ago
rayiner•3mo ago
notepad0x90•3mo ago
My point was, the non-immigrant birth-rate is very low, so arguably the US should have arrived at the same demographic crisis as japan, china and south korea. Not only that, immigrants attend college at a much higher rate than native-born too.
rayiner•3mo ago
Also, the U.S. has a fertility edge over China, which skilled immigrants do not contribute to. The birth rate of the groups comprising most skilled immigrants (Asians) is very low, much lower than for other Americans.
notepad0x90•3mo ago
Skilled immigrants may not contribute to birth rate much, but immigrants as a whole contribute to the workforce across the spectrum. More working age people means less demand for unskilled labor, more demand for skilled labor and more competition for higher achievements to qualify for skilled work.
There are millions of phd's and super-talented engineers, but it is a small percentage of those that actually innovate and invent new things. And for them to do that, you need a corporate/commercial sector funding it. Even someone flipping burgers at mcdonalds is a consumer contributing to economic activity, which in turn contributes to funding competitive R&D and risk taking.
Simply having lots of people and free schools won't do much on its own. You need R&D funded, you need companies and the government itself to invest in risky scientific endeavors. Highly skilled jobs need to pay well. For example, there is a metric crapton of talent in Europe that flocks to the US for the pay alone, even though most of them hate it here. Even Candian pay across the border is dismal. That's why Europe doesn't have Nvidias, Intels, Googles,etc..
This very site alone belongs to US venture capitalists which are a product of capital available, a pipeline of educated labor domestically as well as immigrants. The products and services companies sell is mostly funded by consumers buying things, they can buy those things because they have jobs that pay well. The guy who flips burgers at mcdonalds buys a nintendo switch, the help desk worker nvidia gpus,etc... if your population is too old, those things don't happen, old people conserve money and their economic activity doesn't go as far.
Have you heard of the vitality curve? It's how in virtually everything involving human contribution, 10-20% carry the "thing" 10-20% are detrimental to it and everyone in between is needed to keep it from crumbling. I believe that's why performance reviews are always in quintiles. Either way, I don't know if the top 10% that give the US an advantage are immigrants, but some of them for sure. and a lot of the papers I'm seeing from the US in recent years have not been from US sounding names. But the middle 60% or so, it doesn't matter where they're from, you need enough people that are skilled and competent to keep the ship afloat.
If all the variables are the same, China has more people so it wins by default. The US however can attract talent from all over the world for the top 10% talent and have them compete. I don't know the stats but let's say 95% of educated people are native born. That still doesn't mean the competition for top jobs is adequate. To compete with China, the US's top 10% talent must have more quality to make up for the lack of quantity. Quality isn't measured by numbers and it isn't a product of random lack you can improve by increasing quantity. it's a product of competition and the incentives and rewards at the end, which includes compensation but more than that - the quality of life money affords.
In other words, whether immigrants are smarter or not, they can either contribute to the economy by being good and reliable consumers and laborers that create more economic activity and drive the demand and opportunities for skilled work, or, they can drive up the compeition for skilled work, driving up quality.
What you have in the US, is a lot of educated people are into things like health care these days, because that's where the demand is. Even immigrants. But in east asia, it's much worse, they do needs lots more health care workers and care givers for the elderly, which even there, they're using more and more immigrants.
The bulk importing of immigrants only serves to stabilize the economy. The importing of educated immigrants and workers (Most of YC would collapse without H-1B lol) drives competition and increases quality (innovation,inventiveness,etc..).
You can have more americans, even have more americans attend more college. But you can't kick out americans that refuse to pursue education or are content with mediocrity. You can filter out immigrants by telling them they don't have enough education or money (we've been doing this for a long time in the US), but you can't do that with natural born americans.
If you work in tech, this should be of no surprise to you.
hollerith•3mo ago
audunw•3mo ago
You still can’t become a Chinese citizen. You can come to USA or Europe and build a life for yourself. While some people go to China to make some money for a few years you can’t really build a life. So I think US and Europe will still attract talent long term, and I don’t think you can discount that. China used to have the benefit of low cost labor, but that’s going away. What do they have to offer when that’s gone?
Chinas population isn’t 10x. It’s 4x. If you believe the numbers (the idea that local governments over report is not a fringe theory).
But it’s really only the wealthy coastal regions that matters in this comparison, and in that regard the population sizes are much closer. Yeah they can exploit cheap labor from the poor interior. But the US is doing something similar in some ways with central/southern America. The Hukou system means that China does act like a bunch of separate states in many regards, rather than one truly unified country.
throwaway2037•3mo ago
This Wiki page says: https://en.wikipedia.org/wiki/Chinese_nationality_law
More specifically: I recall living in Hongkong and learning about non-ethnic Chinese people (usually South Asians) who became Chinese citizens to acquire a Hongkong passport. The process required them to denounce all existing citizenships. In the eyes of HK and mainland gov'ts, those people are Chinese citizens with HK PR and carry HK passport. The candidates needed to demonstrate sufficient language skills in either Cantonese or Mandarin. (I'm unsure if other regional languages were allowed.) There is a tiny minority of foreigners who do this in mainland China, as well as Japan, Korea, Taiwan, Thailand, Cambodia, and Vietnam. Usually, they come to teach English, then marry a local and "build a life". Some also come as skilled migrants. I don't follow the part about the US exploiting LATAM labour. Can you explain more?hollerith•3mo ago
Do I infer correctly that you believe that China has less internal strife and fissures than the US has?
notepad0x90•3mo ago
hollerith•3mo ago
The English-speaking lands where the US is now have seen two internal conflicts that killed at least 1% or so of the population: the American revolution, which killed about 1% of the population of the American colonies (but significantly less of the combined entity of England plus its American colonies) and the US Civil War, which killed about 2.4%.
Historically, China has been significantly less stable than that. Here is a link to a summary: https://chat.deepseek.com/share/16duc6iflzhav114dx
Here are 3 excerpts from that summary:
>The Transition from Yuan to Ming Dynasty (Mid-14th Century) . . . This period was one of the most devastating in human history. Plague and widespread warfare ravaged China. The population is estimated to have fallen from around 120 million at the Yuan peak to about 60-65 million at the start of the Ming. The death toll was catastrophic, easily exceeding 1% by an order of magnitude.
>The Ming-Qing Transition (c. 1618-1683) . . . While debated, estimates suggest a population decline of 20-40 million from a late-Ming peak of around 160-200 million. This includes deaths from war, famine, and plague.
>The Taiping Rebellion (1850-1864). This is the deadliest civil war in human history. Most conservative estimates place the death toll at 20-30 million people, with some estimates going as high as 70-100 million when including famine and disease. With a total population of around 400-450 million at the time, this represents a death toll of at least 5-7% of the entire population.
Imagine if the primary mission of the US Army was to put down internal rebellions and that everyone involved admitted that this was the main mission. That was the situation in China from 1949 to about 10 years ago, when it becomes no longer possible to identify with confidence the primary mission because Beijing added a second important mission, namely to use its navy and islands in the South China Sea to protect the sea lanes by which China imports oil from the Persian Gulf and exports manufactured goods around the world.
notepad0x90•3mo ago
Historical stability of China isn't relevant either, I think the modern PRC government of china is all that matters for practical purposes.
Historically, China has been around for like 3 millennia, so it isn't a fair comparison, or a meaningful one.
marknutter•3mo ago
notepad0x90•3mo ago
But, the value illegal immigrants bring to the US economy cannot be understated. Purely from a economic standpoint, illegal immigrants are a huge asset. There are other portions of the population that are largely a liability.
It's not like illegal immigrants are taking skilled work americans could be doing. And let's be honest, even without illegal immigrants, a lot of unskilled work will be replaced by AI/automation.
I personally, have no problem against humane and lawful enforcement of immigration laws. But given that it is a determent to the economy, perhaps more serious and concerning crimes should be enforced? Perhaps the targets should be employers of illegal immigrants? Perhaps zip tying children and locking them in cages and denying them basic hygiene is not the right approach? I think the details is where it gets controversial, most sane people would agree that laws should be enforced.
coliveira•3mo ago
onetimeusename•3mo ago
IT4MD•3mo ago
amelius•3mo ago
anonzzzies•3mo ago
myth_drannon•3mo ago
Hikikomori•3mo ago
myth_drannon•3mo ago
Frankly I'm not surprised that this is done, probably if US was so behind it would have done the same to reduce the gap. Everyone is trying to survive and outsmart and outwit the other, instead of collaborating.
currydove•3mo ago
https://interestingengineering.com/innovation/the-spies-who-...
https://yawboadu.substack.com/p/stealing-success-how-ip-thef...
https://ipwatchdog.com/2017/07/05/americas-industrial-revolu...
g8oz•3mo ago
Also during World War I the American government seized German chemical patents thereby launching the American chemical industry. So that is an example of theft by the state apparatus.
myth_drannon•3mo ago
philippejara•3mo ago
zorked•3mo ago
https://www.bbc.com/news/25907502
thelastgallon•3mo ago
lossolo•3mo ago
1. https://itif.org/publications/2024/09/16/china-is-rapidly-be...
2. https://www.economist.com/science-and-technology/2024/06/12/...
DiogenesKynikos•3mo ago
Your view of China is several decades out of date. Chinese labor isn't even that cheap any more. China is moving up the value chain and outsourcing production that needs cheap labor to poorer countries (or replacing workers with robots altogether).
belter•3mo ago
archerx•3mo ago
lesuorac•3mo ago
China has an import ban on chips [1] so its irrelevant what the US does.
[1]: https://www.cnbc.com/2025/09/17/nvidia-ceo-disappointed-afte...
unethical_ban•3mo ago
The point still stands that the US instigated the split.
xadhominemx•3mo ago
FooBarWidget•3mo ago
xadhominemx•3mo ago
FooBarWidget•3mo ago
xadhominemx•3mo ago
FooBarWidget•3mo ago
You're narrowing your claim into something you can defend but is strategically hollow. Advanced weaponry, major productivity improvements, R&D speed etc — at the end of day, those are the things the US bloc actually want to slow down. Ultra-large foundational modals was just (incorrectly) seen as the only way to achieve those objectives.
It's like you're arguing that Chinese fighters are inferior to western stealth fighters. That's true when you compare plane-by-plane on paper. And yet the Chinese airfighting system-as-a-whole was still able to down Rafaels with high precision and without being retaliated on, as shown by the India-Pakistan standoff a while ago. What's the point of arguing "we've slowed China's aircraft engine development speed" when they're still shooting down western jets?
xadhominemx•3mo ago
overfeed•3mo ago
Only in response to the US banning the export of the high-end GPUs China wanted. The import ban is the Chinese government burning the the landing ships, it clearly communicates to everyone that there is no going back, and total commitment is expected.
knowitnone3•3mo ago
FpUser•3mo ago
China has plenty of R&D and science now.
sspiff•3mo ago
camel_Snake•3mo ago
natrys•3mo ago
What exactly is Huawei's flagship series anyway? Because their PanGu line is open-weight, but Huawei is as of yet not in the LLM making business, their models are only meant to signal that it's possible to do training and inference on their hardware, that's all. No one actually uses those models.
downrightmike•3mo ago
coliveira•3mo ago
narrator•3mo ago