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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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@ddokdi · Post #2018 · 04/28/2026, 03:08 PM

#soil 중동/아시아에어 유일하게 정제유 수출 가능한 국가 = 꼬레아

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Interesting Planet 🌍

@interesting_planet_facts · Post #434 · 07/27/2025, 02:22 AM

🌎 The European mole can “swim” through soil by using its large, spade-like paws to paddle through loose earth, creating complex underground tunnels. This adaptation helps it hunt worms in the dark, while its velvety fur lets it slide backward or forward with ease. ✨ #mammals⚡#adaptation⚡#soil 👉subscribe Interesting Planet

Amazing Geography 🌍

@amazingeo · Post #242 · 09/15/2025, 04:12 PM

🌍 Grasslands cover about 40% of Earth’s land surface and are found on every continent except Antarctica. Some of the world’s richest soils, called mollisols, form in temperate grasslands. ✨ #grasslands⚡#savanna⚡#soil⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #398 · 10/21/2025, 12:31 PM

🌍 Some grassland soils are so fertile they can support crops for decades without added fertilizer. These deep, dark soils store huge amounts of carbon, helping stabilize the global climate. ✨ #grasslands⚡#soil⚡#carbon⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40375 · 12/21/2025, 02:44 AM

After death, human microbes survive in soil and help break down the body. They work with soil microbes to speed up decomposition and recycle nitrogen, which plants need to grow. These microbes can live in the soil for months or years, turning dead bodies into nutrients that support new life. 🌱🦠💀 [Source] @googlefactss#Decomposition#Microbes#Soil#NitrogenCycle#Ecosystem