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China's fragile treasure
Tl;DR: after months of observation, I am convinced that DeepSeek has been an inflection point in Chinese AI development and probably beyond that, to the level of reforming national psyche and long-term cultural trajectory, actualizing the absurd potential they have built up in the last two decades and putting them on a straight path to global economic preeminence or even comprehensive hegemony. It is not clear to me what can stop this, except the idiocy of the CCP, which cannot be ruled out.
Last time I wrote on this topic I got downvoted to hell for using DeepSeek R1 to generate the bulk of text (mostly to make a point about the state of progress with LLMs, as I warned). So – only artisanal tokens now, believe it or not. No guarantees of doing any better though.
The direct piece of news inspiring this post is The Information's claim that DeepSeek, a private Chinese AGI company owned by Liang Wenfeng, is implementing some very heavy-handed measures: «employees told not to travel, handing in passports; investors must be screened by provincial government; gov telling headhunters not to approach employees». This follows OpenAI's new Global Policy chief Chris Lehane accusing them of being state-subsidized and state-controlled and framing as the main threat to the West, popular calls on Twitter (eg from OpenAI staff) to halt Chinese AI progress by issuing O1 visas or better offers to all key DeepSeek staff, and the sudden – very intense – attention of Beijing towards this unexpected national champion (they weren't among the «six AI tigers» pegged for that role, nor did they have the backing of incumbent tech giants; what they did have was grassroots attention of researchers and users in the West, which China trusts far more than easily gamed domestic indicators).
I am not sure if this is true, possibly it's more FUD, like the claims about them having 50K H100s and lying about costs, claims of them serving at a loss to undercut competition, about compensations over $1M, and other typical pieces of «everything in China is fake» doctrine that have been debunked. But China does have a practice of restricting travel for people deemed crucial for national security (or involved in financial institutions). And DeepSeek fits this role now: they have breathed new life into Chinese stock market, integrating their model is a must for every business in China that wants to look relevant and even for government offices, and their breakthrough is the bright spot of the National People’s Congress. They are, in short, a big deal. Bigger than I predicted 8 months ago:
Seems like this is no longer in the cards.
Recently, @ActuallyATleilaxuGhola has presented the two opposite narratives on China which dominate the discourse: a Paper Tiger that merely steals, copies and employs smoke and mirrors to feign surpassing the fruit of American genius born of free exchange of ideas etc. etc.; and the Neo-China coming from the future, this gleaming juggernaut of technical excellence and industrial prowess. The ironic thing is that the Chinese themselves are caught between these two narratives, undecided on what they are, or how far they've come. Are they merely «industrious» and «good at math», myopic, cheap, autistic narrow optimizers, natural nerdy sidekicks to the White Man with his Main Character Energy and craaazy fits of big picture inspiration, thus doomed to be a second-tier player as a nation; with all cultural explanations of their derivative track record being «stereotype threat» level cope – as argued by @SecureSignals? Or are they just held back by old habits, path-dependent incentives and lack of confidence but in essence every bit as capable, nay, more capable of this whole business of pushing civilization forward, and indeed uplifting the whole planet, as argued by Chinese Industrial Party authors – doing the «one thing that Westerners have been unwilling or powerless to accomplish»?
In the now-deleted post, me and R1 argued that they are in a superposition. There are inherent racial differences in cognition, sure, and stereotypes have truth to them. But those differences only express themselves as concrete phenotypes and stereotypes contextually. In the first place, the evo psych story for higher IQ of more northern ancestral populations makes some sense, but there is no plausible selection story for Whites being unmatched innovators in STEM or anything esle. What is plausible is that East Asians are primed (by genetics and, on top of that, by Confucian culture and path dependence) towards applying their high (especially in visually and quantitatively loaded tasks) IQ to exploitation instead of exploration, grinding in low-tail-risk, mapped-out domains. Conformism is just another aspect of it; and so you end up with a civilization that will hungrily optimize a derisked idea towards razor-thin margins, but won't create an idea worth optimizing in a million years. Now, what if the calculus of returns changes? What if risk-taking itself gets derisked?
And I see DeepSeek as a vibe shift moment nudging them in this direction.
And to be clear, DeepSeek is not alone. Moonshot is on a very similar level (at least internally – their unreleased model dominates LiveCodeBench), so are StepFun, Minimax and Alibaba Qwen. Strikingly, you see a sudden formation of an ecosystem. Chinese chip and software designers are optimizing their offerings towards efficient serving of DeepSeek-shaped models, Moonshot adopts and builds on DeepSeek's designs in new ways, Minimax's CEO says he was inspired by Wenfeng to open source their LLMs, there are hundreds of papers internationally that push beyond R1's recipe… the citation graph is increasingly painted red. This, like many other things, looks like a direct realization of Wenfeng's long-started objectives:
BTW: I know @SecureSignals disagrees on the actual innovativeness of all this innovation. Well suffice to say the opinion in the industry is different. Their paper on Native Sparse Attention, pushed to arxiv (by Wenfeng personally – he is an active researcher and is known to have contributed to their core tech) just the day before Wenfeng went to meet Xi, looks more impressive than what we see coming from the likes of Google Deepmind, and it has a… unique cognitive style. They have their very distinct manner, as does R1. They had nowhere to copy that from.
Maybe all of it is not so sudden; the hockey-stick-like acceleration of Chinese progress is a matter of boring logistics, not some spiritual rebirth, much like the hokey stick of their EV or battery sales. For decades, they've been mainly a supplier of skilled labor to America, which masked systemic progress. All the while they have been building domestic schools to retain good educators, training new researchers and engineers without entrusting this to Microsoft Asia and Nvidia and top American schools, growing the economy and improving living conditions to increase retention and have businesses to employ top talent and give them interesting enough tasks… so at some point it was bound to happen that they begin graduating about as much talent as the rest of world combined, a giant chunk goes to their companies, and that's all she wrote for American incumbents in a largely fake, sluggish market. DeepSeek, or Wenfeng personally, is not so much a crown jewel of Chinese economy as a seed of crystallization of the new state of things, after all pieces have been set.
The boost of confidence is visible outside the AI sphere too. I find it remarkable that He Jankui is shitposting on Twitter all the time and threatening to liberate the humanity from the straitjacket of «Darwin's evolution». A decade earlier, one would expect his type to flee to the West and give lectures about the menace of authoritarianism. But after three years in Chinese prison, he's been made inaugural director of the Institute of Genetic Medicine at Wuchang University and conspicuously sports a hammer-and-sickle flag on his desk. The martyr of free market, Jack Ma, also has been rehabilitated, with Xi giving him a very public handshake (alongside Wenfeng, Unitree's Wang Xingxing, Xiaomi's Lei Jun and other entrepreneurs).
…but this is all fragile, because China remains a nation led by the CCP, which remains led by one boomer of unclear sentience and a very clear obsession with maximizing his control and reducing risk to himself. In that, Wenfeng is similar – he's bafflingly refusing all investment, from both private and state entities, because it always has strings attached, I suppose.
But you can't just refuse the CCP forever. Reports that he's been told not to interact with the press seem credible; perhaps the story about passports will come true too, as DeepSeek's perceived value grows. In that moment, China will largely abandon its claim to ascendancy, vindicating American theory that Freedom always wins hearts and minds. People, even in China, do not acquire world-class skills to be treated like serfs.
…If not, though? If China does not just shoot itself in the foot, with heavy-handed securitization, with premature military aggression (see them flexing their blue water navy they supposedly don't have in Australian waters, see their bizarre landing ships designed for Taiwan Operation, see their 6th generation aircraft…), with some hare-brained economic scheme – where does this leave us?
I've been thinking lately: what exactly is the American theory of victory? And by victory I mean retaining hegemony, as the biggest strongest etc. etc. nation on the planet, and ideally removing all pesky wannabe alternative poles like Russia, China and Iran. Russia and Iran are not much to write home about, but what to do with China?
The main narrative I see is something something AGI Race: the US builds a God-level AI first, then… uh, maybe grows its economy 100% a year, maybe disables China with cyberattacks or nanobots. I used to buy it when the lead time was about 2 years. It's measured in months now: research-wise, they have fully caught up, releases after V3 and R1 show that the West has no fundamental moat at all, and it's all just compute.
In terms of compute, it's very significant to my eyes that TSMC has been caught supplying Huawei with over 2 millions of Ascend chip dies. This could not have been obfuscated with any amount of shell companies – TSMC, and accordingly Taipei, knew they are violating American decree. Seeing Trump's predatory attitude towards TSMC (them being forced to invest into manufacturing on American soil and now to fix Intel's mess with a de facto technology transfer… as an aside, Intel's new CEO is a former director of SMIC, so literally all American chip companies are now headed by Chinese or Taiwanese people), I interpret this as hedging rather than mere corruption – they suspect they will not be able to deter an invasion or convince the US to do so, and are currying favor with Beijing. By the way, Ascend 910c is close to the performance of Nvidia H800. R1 was trained on 2048 H800s; So just from this one transaction, China will have around 500 times more compute, and by the end of the year they will be able to produce another couple million dies domestically. So, it is baked in that China will have AGI and ASI shortly after the US at worst, assuming no first strike from the latter.
In terms of cyberattacks for first strike, AIs are already good enough to meaningfully accelerate vulnerability search; coupled with the vast advantage in computer-literate labor force (and to be honest, actual state-backed hackers), China will be able to harden their infrastructure in short order, and there's no amount of cleverness that gets past provably hardened code. So this is a very uncertain bet.
In terms of economic growth, this is usually tied to automation. China seems to be on par in robotics research (at least), controls almost the entire supply chain, and has an incomparably bigger installed automated manufacturing base (see their EV factories, which are now also producing robots). They will have OOMs more humanoids and probably faster compounding growth. This more than covers for their workforce aging, too.
Then I hear something about Malacca strait blockade. Suffice to say this seemed more convincing when they really didn't have a «blue water navy», which they now clearly have, contra Peter Zeihan. They're also making great progress in weaning their civilian economy off oil (high speed rail instead of planes, normal rail for freight, EVs again, nuclear and renewable buildouts…) and have stockpiled giant reserves so oil cutoff won't really deter them. They are not quite food-secure but likely won't starve without imports. So blockade is no solution.
Lastly, I've seen this theory that Starship (once it's ready for prime time) provides the US with insurmountable advantage in mass to orbit, thus all the old Star Wars plans are back in action and Chinese nuclear deterrence is neutralized. This doesn't seem feasible because they're working on their own economical reusable rockets – across multiple companies as usual – and are very close to success, and there are signs that this project has very favorable scalability, to the point the US will lose its mass to orbit lead in under three years, or at least it will be diminished. (Personally I think Zhuque-3 is a more sensible design than Musk's monstrosity, though it's just a tasteful interpolation between Falcon and Starship. Learning from mistakes of others is a common late mover advantage).
Sector by sector and attack vector by attack vector, it's all like that.
So… what is left?
As far as I can tell, at this trajectory only China can defeat China – the hidebound, unironic Communists in control, fulfilling the mawkish Western prophecy they try to avoid, bear-hugging to death the young civilization that grew around their mandate and is now realizing its destiny. Confiscating passports, banning open source that widens the talent funnel, cracking down on «speculative investments», dragging them back into the 20th century at the brink of the long-coveted «national rejuvenation».
…Parallels to the US are probably clear enough.
The US/allied theory of victory is mostly cope, rehashing the Cold War strategy of technological superiority to overcome numerical inferiority.
Only it's hard to retain technological superiority against a state with such a gigantic amount of STEM talent and a non-broken economic system ruthlessly prioritizing capital investment and technological superiority.
Plus numerical inferiority will be staggering. Chinese shipbuilding capacity is roughly 52-55% of world shipbuilding, roughly in line with their steel production. We're just not winning a naval war here, it's not going to happen. The little formation that circumnavigated Australia recently has roughly similar firepower (measured by VLS tubes) as the whole Australian navy - Australia is a useful ally for something like subordinating Papua New Guinea or clobbering sand people with special forces but we have negligible competence or firepower in a war of mass. South Korea and Japan are both heavily reliant on food/fuel imports and are de facto islands, they will struggle to sustain a long war against such a big power despite being somewhat serious. And we should assume a long war, all great power wars become long wars.
What stops China executing a full-court press over the Pacific, sweeping elan, training, tactics, fortifications and all else aside with numbers and production capacity just like the US did to Japan? Only temporary factors like the size of the US navy at present, incomplete Chinese autarky... But Chinese autarky is developing and the US navy is still shrinking!
https://www.19fortyfive.com/2025/02/the-u-s-navy-has-a-big-problem-shrinking-away-to-nothing/
What hope do we have when the biggest, strongest power in the bloc is withering away in peacetime!
The worst thing is that the Western world has decided that it's impossible for us to strike first, that's apparently unthinkably unsportsmanlike behaviour. Never mind that we have rapidly diminishing advantages in fleet tonnage, areas of technological superiority and training. We also have to concede the opportunity for the first strike, take another Pearl Harbour. This 'serious and thoughtful' blogger (clearly ex-military or otherwise initiated in these matters) wants to systematically eradicate Chinese military industry and academia but still refuses to consider a first strike: https://navy-matters.blogspot.com/2018/10/china-war-setting-stage.html
The grand plan is to fight the final battle for world dominance with a shrinking fleet against a continuously growing industrial juggernaut... letting them pick the time and place for the final showdown? What have our thought leaders been huffing?
I lay the blame on lib-racism. If you go back and read The Rising Tide of Colour you will ironically find a much more measured and sophisticated analysis of world affairs from a white supremacist writing 100 years ago than soaks through in vibes and in media today. Stoddard believed that the Nordic race was the master race with innately superior martial qualities and yet he still concluded that the Chinese were a serious threat through numbers and sheer tenacity if nothing else. He made the hypothesis that even though European troops would be better at fighting, when it comes to long marches and enduring privations the Chinese could even the odds. And indeed we saw something like that in Korea where clever Chinese tactics, night marches and similar proved highly effective against firepower superiority.
Of course, caring about how tough one's soldiers are in forced marches is suited more for the world of 100 years ago than today. But the abstract logic of looking at the situation as it is rather than as we'd like it to be is rare indeed. Maybe the country that wins all the physics and chemistry olympiads is good at physics and chemistry? Maybe the people that produce so much of the world's manufactured products would be extremely tough to fight in wartime? Maybe the country that's producing the most robots will have highly efficient industry? Perhaps the country that makes the most drones will be advantaged in the drone age? None of this is an extraordinary leap of logic, yet everyone seems to miss it.
People assume that the Chinese fleet is all 'Chinesium', that the concrete can be punched through, it's all slave labour and cheap copying, all their figures are invented and surely they'll collapse soon to the property bubble... Maybe in this fantasy world it is reasonable to let them get in the first blow and control the sequence of events. But we don't live in the fantasy. We can't rely on the B-21 or NGAD showing up to save everything, NGAD may not even arrive at all. There are going to be Chinese equivalents produced at growing speed and numbers (as we are seeing this year) because they have a rich country with vast resources to tap. Meanwhile our resources seem to be shrinking away into the ether and we can't seem to beat Yemen or outproduce Russia. This bodes ill.
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