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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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BBC Learning English

@english_bbc_learning · Post #3909 · 01/31/2026, 12:57 PM

Stress changes meaning — but you have to hear it to notice it 👂 Some English words look the same as nouns and verbs, but the stress moves — and it sounds very different. Watch these short videos to actually hear it: 📹https://youtu.be/Hh1PlngNt2Q?t=64 📹https://www.youtube.com/watch?v=7q8yk896pnc ⁣ Listening is the only way you’ll spot the difference. Try saying these aloud after you watch 🎤 #EnglishLearning#Pronunciation#RealEnglish

BBC Learning English

@english_bbc_learning · Post #3908 · 01/26/2026, 12:16 PM

5 phrasal verbs with “PAY” I shared the questions first on purpose — to make you think before seeing the meanings. That struggle helps the meanings stick better than passive reading. If a meaning surprised you, that’s good — it means your brain is actually learning. #EnglishLearning#PhrasalVerbs#LearnEnglish#RealEnglish

Journey to Fluency

@fluencyinenglish · Post #7907 · 02/16/2026, 05:43 AM

To be herded into doing something Meaning (short): to be forced or strongly pressured into doing something without real choice. توضیح فارسی: عبارت to be herded into doing something یعنی فرد یا گروهی به‌صورت اجباری یا تحت فشار شدید و بدون اختیار واقعی به انجام کاری سوق داده می‌شوند؛ معمولاً با حس کنترل شدن، مثل راندن گله. این نشان می‌دهد که در شرایطی که پوشش رسانه‌ای شدید و جهت‌دار درباره یک اتهام وجود دارد، ممکن است افکار عمومی بدون فرصت بررسی مستقل و انتقادی به سمت پذیرش یک روایت خاص سوق داده شوند؛ یعنی عملاً «گله‌وار» به یک نتیجه هدایت شوند، نه اینکه آگاهانه آن را انتخاب کنند. #Vocabulary #AcademicEnglish #CriticalThinking #MediaLiteracy #DiscourseAnalysis #PowerOfLanguage #EnglishLearning #AdvancedEnglish