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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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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40060 · 11/10/2025, 03:04 PM

Pistol shrimp produce the loudest biological sound: their snaps create cavitation bubbles reaching ~210 dB, producing a shockwave and brief heat spike that can stun or kill small prey. They wield a giant snapper claw that fires those bubbles, can regrow a lost claw while the smaller pincer transforms into a new snapper, and even inspired species names like Synalpheus pinkfloydi — tiny but mighty. 🔊🦐💥 [Read more] @googlefactss#PistolShrimp#MarineLife#WeirdNature