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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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VERUM - War crimes investigations

@verum_in_english · Post #271 · 06/20/2025, 10:42 AM

Realities of War: K9 Units in the Special Military Operation Zone They say a dog is a man’s best friend... I hope this huge German Shepherd without a muzzle is running towards me to check how I’m doing... A dog is not just a loyal companion. In the hands of an experienced K9 handler, it can become a mine detector, an assault unit, or even an FPV drone. During World War II, dogs were used to destroy tanks, often sacrificing their lives. Today, they no longer carry out such deadly missions, but they remain a sudden and formidable weapon on the battlefield. Modern K9 handlers are ready to provide any assistance to their four-legged partners right in the field. Our report from the Brigade Española kennel sheds light on how these dogs are trained and what role they play in the conflict zone. #war#k9units#militarydogs#SMO#minedetectors#army#dogs#man'sbestfriend #experiment#bestfriend Sorry, but there was no stopping our editor: A dog truly is man’s best friend. Don’t believe it? Try this experiment: Lock your wife and your dog in the trunk of your car. Come back in an hour or two. Who do you think will be happier to see you? Want a friend in the family? Get a dog. Want someone to bark at you? Get married.