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Source channel @githubtrending · Post #15539 · Mar 5

#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools. https://github.com/inclusionAI/AReaL

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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.