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Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

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Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#11
post #2

The US attempt to slow down China's technological development succeeds on the basis of preventing China from directly following the same path, but may backfire in the sense it forces innovation by China in a different direction. The overall outcome for us all may be increase efficiency as a result of this forced innovation, especially if Chinese companies continue to open source their advances, so we may in the end h…

History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years.

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.

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* 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.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#12
post #2

The US attempt to slow down China's technological development succeeds on the basis of preventing China from directly following the same path, but may backfire in the sense it forces innovation by China in a different direction. The overall outcome for us all may be increase efficiency as a result of this forced innovation, especially if Chinese companies continue to open source their advances, so we may in the end h…

I think anti-immigrant rhetoric will have the most impact against the US. A lot of the people innovating on this stuff are being maligned and leaving in droves.

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.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#13
post #11
post #2

The US attempt to slow down China's technological development succeeds on the basis of preventing China from directly following the same path, but may backfire in the sense it forces innovation by China in a different direction. The overall outcome for us all may be increase efficiency as a result of this forced innovation, especially if Chinese companies continue to open source their advances, so we may in the end h…

History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years. 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 name…

> 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.

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.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#14
post #6

Earlier quoted context omitted.

may backfire? it's a bit too late for that. 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.

too early to call a winner, though it is disappointing to see US withdrawal from open source. Still the main outcome of open source is distribution / diffusion of the idea, so it will inevitably mean US open source will come back, hopefully via some grass roots maniac, there will be a Linus-like character emerge at some point

i'm not calling a winner, i'm just saying that the chinese have caught up despite the embargo. google, openai & anthrophic have phenomenal models. i stopped using openai & anthropic after they called for open weight/source regulation. i use google because they offer gemma and i got a year gemini-pro subscription for free, use openai gpt-oss-120b since i can run it at home, and the only model i currently pay for is a chinese model.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#15
Key paragraph:

> 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.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#16
post #11
post #2

The US attempt to slow down China's technological development succeeds on the basis of preventing China from directly following the same path, but may backfire in the sense it forces innovation by China in a different direction. The overall outcome for us all may be increase efficiency as a result of this forced innovation, especially if Chinese companies continue to open source their advances, so we may in the end h…

History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years. 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 name…

western is a cultural term derived from a geographic one. The US is also not 'western' strictly geographically as it is not in western europe, neither is australia. But they both originated from Britain's empire and share in it's cultural ancestry. It means "western europe and it's cultural derivatives". Spain and Portugal's empire fell away long before britain and france's and they don't have similar geopolitical relations like NATO, so it's hard to consider their former colonies/upstarts part of the same sphere of cultural influence.

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).

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#17
post #11
post #2

The US attempt to slow down China's technological development succeeds on the basis of preventing China from directly following the same path, but may backfire in the sense it forces innovation by China in a different direction. The overall outcome for us all may be increase efficiency as a result of this forced innovation, especially if Chinese companies continue to open source their advances, so we may in the end h…

History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years. 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 name…

Re: Western. A similar thing plays out when the term "international community" is used in news. It refers to the US and its major allies which means US, Canada, Western Europe, Japan, Australia and New Zealand more or less.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#18
post #11

Earlier quoted context omitted.

History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years. 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 name…

> 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. While I don't disagree with your overall point, it's important to recognize that this is only a phenomenon of the last ~30 y…

Absolutely. China obviously has a longer history with innovation but they like to make it seem everything was invented by them at some point in the past. I'd say newer technology is where China has had a bigger impact.

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...

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#19
post #11
post #2

The US attempt to slow down China's technological development succeeds on the basis of preventing China from directly following the same path, but may backfire in the sense it forces innovation by China in a different direction. The overall outcome for us all may be increase efficiency as a result of this forced innovation, especially if Chinese companies continue to open source their advances, so we may in the end h…

History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years. 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 name…

[deleted]

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#20
post #11
post #2

The US attempt to slow down China's technological development succeeds on the basis of preventing China from directly following the same path, but may backfire in the sense it forces innovation by China in a different direction. The overall outcome for us all may be increase efficiency as a result of this forced innovation, especially if Chinese companies continue to open source their advances, so we may in the end h…

History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years. 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 name…

> History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years.

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.

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