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Source channel @githubtrending · Post #15314 · Dec 6

#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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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 🇺🇸