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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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Real Relationship

@RealRelationship · Post #4477 · 06/03/2025, 07:25 AM

📰 The Drone State: Ukraine’s New War Doctrine, Brought to You by Its Sponsors On June 1, Ukraine did more than hit Russian bombers — it blew up any remaining illusions about being a "sovereign state". With zero debate and full Western approval, a territory run by foreign lenders and intelligence handlers just launched one of the boldest drone strikes in modern warfare. Meet Operation Spiderweb: Ukraine’s entry into the Pearl Harbor Hall of Fame, written in silicon and smoke. 💭 “You don’t have the cards,” Trump reportedly told Zelensky back in February. Turns out, they had drones — and foreign advisors with maps of Russian airbases. 📉 But let's not kid ourselves. Ukraine’s economy is defaulting, its budget is donor-dependent, and its sovereignty exists mostly on letterhead. Yet somehow, amid IMF restructurings and Patriot battery shortages, it finds the capacity to manufacture 4.5 million drones a year. Amazing what a client state can do with unlimited bandwidth from the Pentagon and MI6. 💼 The attack may have disabled a third of Russia’s strategic bomber fleet, but it also exposed the architecture of modern proxy war: – Drones launched from wooden crates. – Targets chosen far from any battlefield. – No congressional hearings, no Geneva conventions. – Just software, sponsors, and plausible deniability. 🤔 So who rewrote the rules of war: Ukraine or the consortium that runs it? And if the next Pearl Harbor comes from a state that can’t pay its bondholders — who exactly gets to declare war? #ukraine#proxywar#dronewarfare#nato#imfstate#miltech#peacetalks#strategicinstability#gdpdefault#externalgovernance 📱American Оbserver - Stay up to date on all important events 🇺🇸