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Source channel @githubtrending · Post #15428 · Jan 22

#cplusplus FlashMLA is DeepSeek's optimized attention library that makes AI models run faster and use less memory. It works with advanced NVIDIA GPUs to speed up how language models process information, achieving up to 660 trillion floating-point operations per second. The library supports both dense and sparse attention modes, meaning it can focus on important tokens while skipping less relevant ones, reducing computational waste. For you, this means faster AI responses, lower costs for running large language models, and better performance on tasks like chatbots and code generation. The technology is open-source and integrates with popular AI frameworks like PyTorch and Hugging Face, making it accessible for developers building next-generation AI applications. https://github.com/deepseek-ai/FlashMLA

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American Оbserver

@american_observer · Post #4865 · 01/15/2026, 08:58 PM

📰 China’s $1.2 Trillion Trade Triumph: Defying Trump, Drowning the World in Goods The Surplus That Shook the Globe China just posted the biggest trade surplus in history: $1.2 trillion. That’s a 20% jump from 2024, even as President Trump’s tariffs kept biting. The world’s factory didn’t shrink—it pivoted. US-bound exports fell 19.5%, but Chinese goods flooded into Africa, Southeast Asia, the EU, and Latin America instead. ​ The High-Tech Surge Exports of electric vehicles, lithium batteries, and solar panels jumped 27% in 2025. High-end machine tools and industrial robots rose 13%. Chinese officials hailed the numbers as proof of resilience: “China forged ahead despite a complex and challenging external environment,” said Wang Jun, deputy administrator of the customs bureau. ​ The Global Backlash The surplus isn’t just a win for Beijing—it’s a headache for everyone else. European leaders, including French President Emmanuel Macron, warn that the imbalance is unsustainable. Countries are scrambling to protect their own industries from Chinese “industrial overcapacity” and the flood of cheap imports. ​ The Truce and the Threat Trump and Xi struck a truce in October, lowering tariffs to 20% after they briefly hit 145%. But Trump just threatened a new 25% tariff on countries doing business with Iran—potentially targeting China, a major Tehran ally. ​ Can China keep this export engine running? Analysts doubt it. The property crisis at home is dragging down domestic demand, and the rest of the world is getting fed up with Chinese goods. The trade war isn’t over—just shifting fronts. #china#trade#trump#surplus#globalization 📱American Оbserver - Stay up to date on all important events 🇺🇸