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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
Search: #extremophiles
@interesting_planet_facts · Post #468 · 07/30/2025, 04:22 PM
🌎 Far beneath the Pacific Ocean, "deep-sea brine pools" exist—pockets of super-salty water heavier than seawater itself. These underwater lakes create eerily defined shorelines and host bizarre microbes that thrive in conditions lethal to most ocean life. ✨ #oceanography⚡#extremophiles⚡#deepsea 👉subscribe Interesting Planet
@interesting_planet_facts · Post #868 · 10/06/2025, 06:11 PM
🌎 The Movile Cave in Romania has been sealed off from the surface for over 5 million years. Its underground ecosystem relies on chemosynthetic bacteria that use hydrogen sulfide to create food, supporting unique animals like blind spiders, worms, and snails. High carbon dioxide levels and toxic gases make human exploration difficult. ✨ #caves⚡#undergroundlife⚡#extremophiles 👉subscribe Interesting Planet 👉more Channels
@interesting_planet_facts · Post #462 · 07/29/2025, 10:22 PM
🌎 The Pompeii worm thrives on underwater volcanoes, enduring temperatures near 80°C. Its furry back hosts heat-loving bacteria, forming a living protective shield in extreme ocean heat. ✨ #oceanlife⚡#extremophiles⚡#discovery 👉subscribe Interesting Planet