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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 #5050 · 02/04/2026, 03:03 PM

Muammar Gaddafi’s Son Has Been Killed in Tripoli Saif al-Islam Gaddafi, the son of the late Libyan dictator Muammar Gaddafi and for years the second most powerful person in the country, has been killed in a village south-west of Tripoli, officials said on Tuesday night. The 53-year-old died from gunshot wounds in the town of Zintan, 85 miles south-west of the capital, according to the Libyan attorney general’s office. Gaddafi’s own office said he was killed in his home by masked assailants. Once seen as a pro-western reformer who might usher Libya towards constitutional change, Gaddafi quickly backed his father’s violent crackdown on nationwide popular protests in 2011. The international criminal court in the same year issued a warrant against him for crimes against humanity over the repression, an accusation echoed by a Tripoli court in 2015. The Libyan chief prosecutor’s office said it was looking for suspects and had dispatched forensic experts to the village, but did not provide further details of the killing. According to Gaddafi’s office, four masked men had stormed his house, turned off its cameras and clashed with him before killing him, in what it described as a “cowardly and treacherous assassination”. His sister, by contrast, told Libyan TV that he had died near the border with Algeria. His father was eventually toppled with assistance from Nato, and killed in 2011, ending four decades of rule. The country has since been consumed by fighting between different militias and remains divided 15 years later, with two rival governments controlling different parts of the country. Saif al-Islam Gaddafi tried to flee Libya for neighbouring Niger in 2011 but was caught by a militia and was imprisoned for six years in Zintan, before being freed in 2017 as part of an amnesty deal. When Gaddafi was captured in the Sahara in 2011 after months on the run, the figure known for his jeans and sweater had a thick black beard and was wearing flowing khaki robes – dressed to blend in with the nomads who were hiding him. Four years after he was released, Gaddafi announced himself as a candidate for Libya’s 2021 presidential elections. The announcement provoked outrage from those who had suffered under his father’s dictatorship, and from anti-Gaddafi militias. Rebel groups rejected his candidacy and he was disqualified owing to his 2015 conviction of war crimes, with the election ultimately collapsing in the end. #muammar#gaddafi#son#killed 📱American Оbserver - Stay up to date on all important events 🇺🇸