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Asia

China doesn't require Nvidia's chips for its AI conflict; trade restrictions have merely prompted the nation to develop its own AI hardware.

By
Trading Desk
Ramesh Kumar
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By
Trading Desk
Ramesh Kumar
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December 3, 2025, 9:00 AM ET

Rakesh Kumar is a Professor and John Bardeen Faculty Scholar in the Electrical and Computer Engineering Department at the University of Illinois at Urbana Champaign with research and teaching interests in chips and computer systems. Several of his research ideas have been recognized as among the most influential in computer systems or have been commercialized in widely used systems.  He has advised or consulted for chip and computer companies, startups, governments, and intelligence and advisory firms. An award-winning researcher and educator, he often writes about issues at the intersection of technology, policy, and society and is often asked to comment on the biggest semiconductor issues of the day. His book Reluctant Technophiles  was one of "GQ's Best Indian Non-fiction Books of 2021". His new book The Chip Age comes out in summer of 2026.

Rakesh Kumar
Rakesh Kumar is a Professor and John Bardeen Faculty Scholar in the Electrical and Computer Engineering Department at the University of Illinois at Urbana Champaign.courtesy of Rakesh Kumar

Another seven days have gone by, and ambiguity persists concerning the shipment of Nvidia's sophisticated AI processors to China. Proponents of ongoing trade restrictions contend that these processors would aid in the development of Chinese military apparatus that poses a danger to the United States and its partners. They further assert that restrictions on AI chips are essential for preserving and expanding America's dominance in the AI services sector.

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TL;DR

  • China's AI progress is not solely dependent on sophisticated AI chips; software and algorithms can reduce chip requirements.
  • China has cost advantages in AI development beyond chips, including engineering, data, and energy infrastructure.
  • AI chip restrictions have harmed the U.S. economy and spurred China's domestic AI chip industry growth.
  • U.S. AI leadership should focus on innovation and investment, not chip controls, to compete effectively.

However, these viewpoints are mistaken. Such reasoning presumes that China's progress in AI is contingent upon obtaining these sophisticated AI chips, which is an incorrect assumption.

Cutting-edge AI processors primarily serve to lower the expense associated with artificial intelligence. Current leading AI frameworks necessitate a substantial quantity of these specialized chips for their development and operation. An advanced chip offers superior processing power, consequently diminishing the quantity required to attain equivalent AI capabilities.  

However, expenses related to AI can be lowered through different means. As demonstrated by DeepSeek, intelligent software and algorithm development can significantly decrease the quantity of AI chips required. China's choice to make its AI models publicly available enables it to utilize superior software and algorithms to lower AI expenditures. Furthermore, AI chips represent only a portion of the total expenses. AI-driven systems incur various other costs, including those for engineering, data, software and licensing, regulations, energy, and infrastructure, areas where China possesses substantial cost benefits. Lastly, the performance of AI hardware is heavily influenced by its packaging and interconnection—the way AI chips are assembled and linked. China can capitalize on its globally recognized expertise in both these aspects to attain high performance. The recently unveiled Huawei SuperClusters surpass the capabilities of any Nvidia setup, even without employing the most cutting-edge AI chips.

Sophisticated processors also decrease the energy expenditure for AI. These processors are produced utilizing the most recent manufacturing processes from TSMC (and occasionally Samsung) – each successive process offers improved energy conservation compared to its predecessor. The substantial energy usage of an AI setup exacerbates financial expenses and the pace of implementation, as rapid access to considerable power is difficult, particularly within the United States. Conversely, China is expanding its electrical capacity at a significantly quicker rate than the U.S. And is considerably more poised to effectively meet the power requirements of its AI data centers, even if they require more energy due to limited availability of cutting-edge AI processors. Elevated energy consumption also contributes to a larger environmental impact, but this should not impede China's objectives in any technological domain it deems significant.

Furthermore, numerous AI uses don't require sophisticated processors. A variety of applications, including network defense, identifying faces, examining medical scans, sophisticated vehicle support systems (ADAS), supply chain management, and automation, can be managed with AI frameworks less complex than the most cutting-edge ones. These frameworks can be developed and operated on processors that China is capable of manufacturing domestically. China intends to lead in these areas. Even for more intricate tasks, recent research indicates that the most advanced frameworks might be substituted by a group of significantly simpler ones. This group wouldn't necessitate advanced AI processors for its creation and operation. Consequently, it remains uncertain whether China will fall behind in these applications as well.

It remains uncertain if the ongoing creation and application of cutting-edge models will necessitate sophisticated processors. Indications suggest that the advantages derived from these advanced models are reaching a standstill. Considering the substantial capital these models demand, subsequent iterations might adopt a different form and consume fewer assets, including processors. This will further equalize opportunities, even if access to sophisticated AI processors is restricted. Additionally, there's a potential for China to develop its own capability to manufacture advanced AI chips; it has demonstrably invested in various technologies that could potentially surpass current leading advancements.

In essence, China possesses the capability to substantially lessen the drawbacks stemming from a lack of access to sophisticated AI chips. Furthermore, China is prepared to shoulder any elevated initial expenditures, particularly for AI-driven military and strategic innovations, recognizing that their scale and manufacturing prowess can lead to reduced subsequent expenses. As anticipated, China persists in developing cutting-edge models and leading in AI-powered domains like robotics and self-driving cars, notwithstanding the AI chip restrictions enacted over the past few years.

The rationale for restricting AI chip exports might still hold some validity – why not gain the benefit of raising AI development expenses for China, however minor, if there were no associated expenses. However, the financial implications are substantial. China could have represented one of the most significant consumer bases for advanced AI chip manufacturers in the United States. Consequently, the U.S. Has forfeited this market. Furthermore, the imposition of AI chip restrictions has transformed this into a matter of national dignity, spurring a surge of funding into China's own AI chip industry. It remains uncertain whether the U.S. Will ever recover its market position, even if these export controls are rescinded. China has also responded with various countermeasures, actions that have further damaged the U.S. Economy and its global standing.

To maintain U.S. Leadership in AI, the nation should not rely on chip controls. Instead, its efforts should be directed toward enhancing innovation, investment, energy, and regulatory frameworks. The U.S. Ought to facilitate the residency and employment of top global AI researchers. It's also important to diversify, fortify, and safeguard AI supply chains. Collaborating with international partners to guide the establishment of global AI norms and procedures is crucial. Reducing the expense of AI, perhaps through strategic open-sourcing or public-private collaborations, would help ensure American AI, along with its principles, becomes the most widespread. The country should concentrate on advanced and business-oriented applications, where there's a greater advantage against agile competitors possessing abundant talent and resources, along with cost and speed benefits.

The importance of AI chip restrictions is greatly overstated. These measures have done little to impede China's progress and have resulted in considerable economic and geopolitical harm to the United States. It's time to discontinue these policies and concentrate entirely on preserving and advancing America's AI advantage via innovation. 

Coins2Day.com's commentary pieces present exclusively the perspectives of their contributors, not necessarily the viewpoints and convictions of  Coins2Day .

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