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Deepseek: This Is What Professionals Do

RamiroFegan9513683 2025.03.21 20:59 查看 : 2

DeepSeekMoE论文略读(一) - 知乎 Gave’s argument is that this technique has already succeeded, and the emergence of Free DeepSeek is the most recent and most dramatic evidence. The evidence is far from definitive; the intuitive counterargument is that having ample access to technical and monetary resources facilitates extra experimentation than circumstances of scarcity. To reply his own query, he dived into the previous, bringing up the Tiger 1, a German tank deployed during the Second World War which outperformed British and American fashions regardless of having a gasoline engine that was much less powerful and gas-environment friendly than the diesel engines used in British and American fashions. Once we reside in that future, no government - any authorities - wants random people having that capacity. Perhaps that’s what makes the dialog around Guoyun so captivating: it’s not just about predicting the longer term, however about sense-making in China’s current. Once a backdoor is present in a model, it becomes extraordinarily difficult to detect or remove-even with in depth security testing.


It is a great model, IMO. Last week, shortly before the beginning of the Chinese New Year, when a lot of China shuts down for seven days, the state media saluted DeepSeek, a tech startup whose launch of a new low-price, excessive-performance synthetic-intelligence model, generally known as R1, prompted a giant sell-off in tech stocks on Wall Street. "The very first thing is to acknowledge the fact that China is now leapfrogging the West in industry after industry," he said. "I’ve heard all the criticisms that, if it wasn’t for OpenAI, DeepSeek couldn’t occur, however you can say exactly the identical factor about automobile firms," he stated. And it’s a better car at a cheaper worth." Elon Musk may strenuously dispute that last assertion, but there might be no doubt that the sudden arrival of DeepSeek, following on the heels of the rise of BYD and different Chinese E.V. First, when efficiency improvements are rapidly diffusing the ability to practice and entry powerful fashions, can the United States prevent China from attaining really transformative AI capabilities? Speaking on the World Economic Forum, in Davos, Satya Nadella, Microsoft’s chief govt, described R1 as "super spectacular," including, "We ought to take the developments out of China very, very significantly." Elsewhere, the reaction from Silicon Valley was less effusive.


The Chinese engineers had limited sources, and they had to Deep seek out inventive solutions." These workarounds appear to have included limiting the variety of calculations that DeepSeek-R1 carries out relative to comparable fashions, and utilizing the chips that have been obtainable to a Chinese company in ways in which maximize their capabilities. This security problem turns into particularly acute as superior AI emerges from regions with limited transparency, and as AI programs play an rising position in creating the following generation of fashions-doubtlessly cascading safety vulnerabilities throughout future AI generations. While DeepSeek Chat shows that determined actors can achieve impressive outcomes with limited compute, they may go much additional if that they had access to the identical resources of leading U.S. Traditional pink-teaming often fails to catch these vulnerabilities, and attempts to practice away problematic behaviors can paradoxically make fashions higher at hiding their backdoors. Second, prohibit the combination of Chinese open models into vital U.S.


search-path-query.jpeg More not too long ago, in a study of U.S. Just because they found a extra efficient means to use compute doesn’t imply that more compute wouldn’t be useful. "BYD wouldn’t be right here with out Tesla. Sure, of course. But the actual fact remains that BYD is right here. Individuals are reading a lot into the fact that that is an early step of a new paradigm, slightly than the top of the paradigm. I think China's way more prime-down mobilization but additionally backside up at the identical time and really versatile the place I feel additionally one in every of the biggest variations is that there is more tolerance for failure ironically within the Chinese political system than there's in the US political system. DeepSeek performs duties at the identical stage as ChatGPT, regardless of being developed at a significantly lower price, said at US$6 million, in opposition to $100m for OpenAI’s GPT-4 in 2023, and requiring a tenth of the computing power of a comparable LLM. This efficiency degree approaches that of state-of-the-artwork fashions like Gemini-Ultra and GPT-4.



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