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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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@fluencyinenglish · Post #7908 · 02/17/2026, 07:57 PM

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Difference Between “drop out” and “be dropped out” Many people make this mistake: ❌ I was dropped out This sentence is grammatically incorrect. The correct structure is: ✅ I dropped out. Meaning: I voluntarily left or withdrew from school/university. Why “was dropped out” is wrong “Drop out” is an intransitive verb. It does not take an object, so it cannot be used in the passive voice. ❌ You cannot say: I was dropped out of university. Because dropping out is something you do yourself. Correct Usage If it was your decision: I dropped out of university. If it wasn’t your decision: Use other verbs to express that: I was expelled from university. I was forced to leave university. @fluencyinenglish #EnglishGrammar#GrammarTips#DropOut#PassiveVoice#IntransitiveVerbs#IELTSGrammar#CommonMistakes#LearnEnglish#TEFL

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