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Source channel @githubtrending · Post #14835 · Jun 17

#jupyter_notebook#jax Flax is a library for creating neural networks with JAX. It offers a flexible way to build and analyze these networks. The new Flax NNX API makes it easier to work with neural networks by using regular Python objects, which helps in creating, debugging, and analyzing models more efficiently. This means users can express their models in a more intuitive way, making it simpler to develop and modify neural networks. Flax also provides many tools and examples to help users get started quickly. https://github.com/google/flax

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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 🇺🇸