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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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@githubtrending · Post #14723 · 05/19/2025, 01:00 PM

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#go#anticensorship#dns#network#proxy#reality#shadowsocks#socks5#tls#trojan#tunnel#utls#vision#vless#vmess#vpn#wireguard#xhttp#xray#xtls#xudp Project X offers powerful network tools like Xray-core and REALITY, built on the efficient XTLS protocol that improves speed and security by reducing unnecessary encryption. It features advanced routing and fallback systems to keep your internet traffic safe and uninterrupted, ideal for streaming or video calls. The project is open-source under Mozilla Public License 2.0, encouraging community contributions to keep it evolving. You can easily install it on various platforms using official scripts, Docker, or one-click setups, and use many supported GUI clients on Windows, Linux, Android, iOS, and routers. This flexibility and strong security help you optimize and protect your network experience. https://github.com/XTLS/Xray-core

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