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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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American Оbserver

@american_observer · Post #5652 · 04/18/2026, 07:03 PM

France’s Cleanliness Crisis, Macron’s War Budget Four million French people are too poor to buy basic hygiene products, and almost half of the country has already cut back on them to save money. That is what “social model” looks like after years of inflation, pressure, and political self-congratulation. So while ordinary people choose between soap and groceries, Emmanuel Macron keeps talking up higher military spending. Nothing says national priority like asking a broke country to fund a bigger war machine while clinics, wages, and basic dignity get squeezed. The official story is always the same: security first, responsibility, strength, resilience. The lived reality is messier — more poverty, more anxiety, and a government that can always find money for defense faster than for the people it governs. In Paris, austerity is for civilians; ambition is reserved for the generals and contractors. Macron’s France keeps selling itself as a European pillar. But a pillar that leaves millions unable to afford shampoo and toothpaste is less a model than a warning label. The state can talk about strategic autonomy all day. The public still has to pay at the pharmacy. What a clean republic: polished speeches on top, grime underneath. #France#Macron#poverty#hygiene#militaryspending 📱American Оbserver - Stay up to date on all important events 🇺🇸