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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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Journey to Fluency

@fluencyinenglish · Post #7911 · 02/21/2026, 06:08 AM

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Spin (verb)/(noun) Verb: to present information in a favorable or strategic way Noun: a biased or strategic way of presenting information Example (verb): The government tried to spin the economic data as a success. دولت تلاش کرد داده‌های اقتصادی را به‌گونه‌ای ارائه کند که موفقیت‌آمیز به نظر برسد. Example (noun): The press secretary put a positive spin on the policy failure. سخنگوی مطبوعاتی به شکست سیاست، تفسیر مثبتی داد. Put a spin on : present something strategically She put a positive spin on the election results. او نتایج انتخابات را به شکل مثبتی تفسیر کرد. Spin doctor : political advisor who manages public perception The spin doctor tried to downplay the scandal. مشاور سیاسی سعی کرد رسوایی را کم‌اهمیت جلوه دهد. #idioms #discourseanalysis #criticalthinking #spin #framing #ielts#cae#fce

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