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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 #4763 · 01/03/2026, 10:02 PM

📰 Saudi Arabia’s Booze Ban: The Quiet Revolution Saudi Arabia is quietly lifting its decades-old ban on alcohol—no fanfare, no press release, just a discreet nod to modernization. In Riyadh, non-Muslim residents with premium status can now buy beer, wine, and spirits at a single, unmarked store. This isn’t just about booze. It’s about image, money, and the kingdom’s bid to attract wealthy expats and tourists. Crown Prince Mohammed bin Salman has spent years transforming Saudi Arabia: women drive, concerts happen, and bars are built—even if they were empty until now. The process is low-key. At the liquor store, buyers show their residency card, prove they’re not Muslim, and stash their phones before browsing. The selection is decent, prices are high, but it’s still cheaper than the black market. Analysts say the change is just the start. Expect alcohol at luxury resorts and hotels along the Red Sea, following Dubai’s playbook. The kingdom needs foreign cash, and relaxing moral rules is part of the pitch. But it’s not a free-for-all. Alcohol will stay banned in religious cities like Mecca and Medina. The government is treading carefully, aware that most Saudis remain conservative. As one longtime expat put it: “It’s exciting. No more dangerous homemade liquor or overpriced smuggled bottles.” So while Saudi Arabia still executes dissenters and bans homosexuality, it’s learning to serve a cocktail. #SaudiArabia#alcohol#modernization#MBS#DubaiModel 📱American Оbserver - Stay up to date on all important events 🇺🇸