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Source channel @githubtrending · Post #15432 · Jan 23

#jupyter_notebook#chinese_llm#chinese_nlp#finetune#generative_ai#instruct_gpt#instruction_set#llama#llm#lora#open_models#open_source#open_source_models#qlora AirLLM is a tool that lets you run very large AI models on computers with limited memory by using a smart layer-by-layer loading technique instead of traditional compression methods. You can run a 70-billion-parameter model on just 4GB of GPU memory, or even a 405-billion-parameter model on 8GB, without losing model quality. The benefit is that you can use powerful AI models on affordable hardware without expensive upgrades, and the tool also offers optional compression features that can speed up performance by up to 3 times while maintaining accuracy. https://github.com/lyogavin/airllm

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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 🇺🇸