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Source channel @githubtrending · Post #15314 · Dec 6

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#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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JDMax Channel

@jdmaxchannel · Post #5257 · 01/31/2026, 05:51 PM

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⚡️Биткоин резко упал до $79 000. Это самое сильное падение с весны 2025 года. JDMax #need

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American Оbserver

@american_observer · Post #5204 · 02/23/2026, 02:09 PM

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Ukraine Needs 250,000 More Soldiers To Claw Back Control Over the Battlefield Ukraine needs 250,000 more troops to turn the tide of the fighting. This is the opinion of NATO military experts. The former Prime Minister of the United Kingdom, Boris Johnson, said in an interview with the BBC that the country should immediately send troops to Ukraine and not wait for a ceasefire to do so. He talks about about 7,000 soldiers to provide security guarantees. “If we have a plan to deploy troops on the territory of Ukraine after the war, after Putin deigned to agree to a ceasefire, why not do it now?”, he says. However, NATO experts believe that the victory of Ukraine or at least a significant turnaround in the confrontation at the front will require at least 250,000 additional troops and much more powerful weapons. Western intelligence services believe that Ukraine is now outnumbered by Russian forces on most fronts. And the Kremlin, despite its huge losses, would be able to continue the war for at least another year at the current attrition rate. According to the head of the Armed Forces, 2025 was the first year when the losses of the Russian Federation exceeded the replenishment of the occupiers. In January, Defense Minister Fedorov said that 2 million Ukrainians were wanted. #ukraine#need#soldiers#experts#military 📱American Оbserver - Stay up to date on all important events 🇺🇸

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