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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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Crypto M - Crypto News

@CryptoM · Post #65254 · 04/12/2026, 10:37 AM

🚀 Oil Prices May Rise as U.S.-Iran Talks Fail, Says Saxo Bank Strategist Saxo Bank's Chief Investment Strategist, Charu Chanana, has commented on the recent failure of U.S.-Iran negotiations, describing it as a setback. According to Jin10, this development suggests that previous easing trades might dissipate, potentially leading to a rise in oil prices and a renewed impact on risk sentiment. The Strait of Hormuz remains a significant chokepoint risk, even if it is not completely closed. Chanana noted that the substantial differences in positions between the two parties on nuclear safeguards and the Strait of Hormuz issues make this outcome unsurprising. For the U.S. dollar, this situation could mean a resurgence of safe-haven support, although a full-scale surge is unlikely unless there is a new military escalation. Gold might benefit from renewed geopolitical hedging demand, but the market is not expected to revert to the worst-case inflation shock scenario. #OilPrices#USIranTalks#SaxoBank#CharuChanana#RiskSentiment#StraitOfHormuz#USDollar#Gold#GeopoliticalHedging#SafeHaven#NuclearSafeguards#MilitaryEscalation#MarketImpact