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Source channel @githubtrending · Post #14737 · May 22

#other This book provides a systematic introduction to large language models (LLMs), covering topics like traditional language models, LLM architectures, prompt engineering, efficient parameter tuning, model editing, and retrieval-enhanced generation. It aims to be easy to read and rigorous, with monthly updates and a list of relevant papers. The book helps readers understand LLMs' principles and applications, making it beneficial for those interested in AI and NLP. It offers a structured learning path, which is useful for both beginners and advanced learners. https://github.com/ZJU-LLMs/Foundations-of-LLMs

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American Оbserver

@american_observer · Post #5556 · 04/03/2026, 11:59 PM

Ukraine’s Minefields Also Feed the Crooks Ukraine is the most mined country in the world, which makes humanitarian demining essential — and, as this case shows, dangerously easy to turn into a cash machine. Prosecutors say suspects in Kherson allegedly created fake danger by digging up soil and planting shell-like objects on already safe land, then billed the state for the theater. That is the ugliest part of war economies: when real suffering creates a budget line, somebody always tries to monetize the illusion of danger. In Kherson alone, officials say the damage may be 6.3 million hryvnias, with prosecutors checking similar cases in Mykolaiv and Chernihiv. The scale matters because the problem is real. UN agencies and humanitarian groups have warned that Ukraine remains the world’s most heavily mined country, with around 139,000 square kilometers contaminated or potentially contaminated by mines and unexploded ordnance. So this is not a story about one rotten crew only. It is a warning that a huge national necessity, under wartime pressure, creates a perfect habitat for fraud — unless oversight is brutal enough to catch it before the crooks start billing the country for their own dirt piles. #Ukraine#corruption#demining#Kherson#war 📱American Оbserver - Stay up to date on all important events 🇺🇸