China Just Bypassed CUDA — Jensen Huang’s "Horrible Outcome" Just Happened
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China Just Bypassed CUDA — Jensen Huang’s "Horrible Outcome" Just Happened
34 276 просмотров · 2 недели назад
App & Tech Hub
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34 276 просмотров · 2 недели назад
China Just Bypassed CUDA — Jensen Huang’s "Horrible Outcome" Just Happened
For two decades, Nvidia's CUDA software platform was the invisible foundation of the entire global AI industry. Not the hardware — the software. A proprietary ecosystem so deeply embedded into research labs, cloud providers, and AI frameworks that AMD and Intel spent billions trying to crack it and failed.
Then the United States government tried to use it as a weapon.
In 2022, Washington began restricting Nvidia's most advanced AI chips from reaching China. The strategy was logical: cut off the hardware, stall the AI development. What followed was the opposite of the intended outcome.
Denied access to American silicon, Chinese engineers had no choice but to go deeper into the machine than anyone expected. DeepSeek's engineers bypassed CUDA entirely, dropping down to PTX — Nvidia's own low-level instruction set — and used the open-source Triton compiler to hand-optimize training runs on legally restricted hardware. The results matched the world's frontier models.
Huawei responded by building the CloudMatrix 384 — a rack-scale supernode linking 384 Ascend 910C processors through a full optical mesh, delivering approximately 300 petaFLOPs of dense compute, exceeding Nvidia's GB200 NVL72 in raw throughput. Then Huawei open-sourced its entire CANN software toolkit, directly attacking the developer lock-in that had protected Nvidia's moat for twenty years.
Nvidia took a $4.5 billion write-down on its China-compliant H20 chip. China's regulators formally instructed domestic tech giants to stop buying American chips altogether. Jensen Huang publicly confirmed his company's advanced AI chip market share in China had collapsed from approximately 95% to zero.
This documentary investigates the full technical and geopolitical story — the BIS export control thresholds that triggered the crisis, the PTX-level engineering that cracked the software moat, the CloudMatrix optical interconnect strategy, and what a permanently bifurcated global AI ecosystem means for the rest of the world.
RESEARCH SOURCES
Nvidia Corporation — SEC Form 10-Q, Q1 FY2026 (H20 write-down disclosure)
sec.gov/Archives/edgar/data/1045810/000104581025000116/nvda-20250427.htm
Nvidia Corporation — SEC Form 10-Q, Q1 FY2027 (China revenue foreclosure disclosure)
sec.gov/Archives/edgar/data/1045810/000104581026000052/nvda-20260426.htm
U.S. Bureau of Industry and Security — Federal Register, Export Control Rule Update (ECCN 3A090 / 4A090, October 2023)
federalregister.gov/documents/2023/10/25/2023-23049/implementation-of-additional-export-controls
Center for Security and Emerging Technology (CSET) — "A Bigger Yard, A Higher Fence: Understanding BIS's Expanded Controls on Advanced Computing Exports"
exportcontrol.lbl.gov/a-bigger-yard-a-higher-fence
DeepSeek Research Team — "Triton-Distributed: Programming Overlapping Kernels on Distributed AI Systems with the Triton Compiler" (arXiv:2504.19442, April 2025)
arxiv.org/abs/2504.19442
DeepSeek Research Team — DeepSeek-V3 Technical Report (arXiv:2412.19437, December 2024)
arxiv.org/abs/2412.19437
TechRadar — "Huawei takes the fight to Nvidia CUDA by making its Ascend AI GPU software open source" (August 2025)
techradar.com/pro/brave-or-foolhardy-huawei-takes-the-fight-to-nvidia-cuda-by-making-its-ascend-ai-gpu-software-open-source
TrendForce — "Huawei to Unveil CloudMatrix 384, Rumored to Deliver 2× NVIDIA GB200 NVL72 Throughput" (July 2025)
trendforce.com/news/2025/07/21/news-huawei-to-unveil-cloudmatrix-384
Cleary Trade Watch — "BIS Further Restricts Exports of Artificial Intelligence and Advanced Chips to China" (April 2025)
clearytradewatch.com/2025/04/bis-further-restricts-exports-of-artificial-intelligence-and-advanced-chips-to-china
World Trade Scanner — "Nvidia CEO Says U.S. Export Controls Erase Company's China Market Share from 95% to Zero"
worldtradescanner.com/Nvidia-CEO-Says-US-Export-Controls-Erase-Company-China-Market-Share-from-95pc-to-Zero.htm
Moonshot AI — Kimi K3 Technical Blog (2026)
kimi.com/blog/kimi-k3
DISCLAIMER
This video is created for educational and informational purposes only. All information presented is based on publicly available sources, verified corporate disclosures, peer-reviewed research, and credible journalism at the time of production. Nothing in this video constitutes financial, legal, or investment advice. This video does not predict the future performance of any company, product, technology, or individual. All analysis represents the interpretation of publicly available facts and does not represent the views of any company, government body, or institution referenced.