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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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Amazing Geography 🌍

@amazingeo · Post #687 · 04/11/2026, 08:31 PM

🌍 The lithosphere, atmosphere, hydrosphere, and biosphere constantly exchange matter—volcanic eruptions can shoot minerals into the air that later fall into oceans, nourishing marine life far away. ✨ #lithosphere⚡#atmosphere⚡#hydrosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #565 · 01/09/2026, 12:31 PM

🌍 When huge dust storms sweep across deserts, fine particles from the lithosphere reach the atmosphere, circle the globe, and even fertilize distant rainforests—linking Earth’s spheres in invisible ways. ✨ #lithosphere⚡#atmosphere⚡#hydrosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #492 · 12/03/2025, 08:31 PM

🌍 A single major volcanic eruption links all of Earth’s spheres—rock and magma from the lithosphere, gas and ash in the atmosphere, water vapor in the hydrosphere, and rapid changes in the biosphere. ✨ #lithosphere⚡#atmosphere⚡#hydrosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #525 · 12/20/2025, 12:31 PM

🌍 The hydrosphere holds less than 0.01% of Earth's water in rivers and lakes, while most is locked in glaciers, ice caps, or underground. These hidden reserves link all of Earth’s spheres. ✨ #hydrosphere⚡#lithosphere⚡#biosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #36 · 08/11/2025, 01:12 PM

🌍 The deepest point on land, the Dead Sea Depression, lies about 430 meters below sea level, linking the lithosphere, atmosphere, hydrosphere, and biosphere in an extreme environment for life. ✨ #lithosphere⚡#hydrosphere⚡#biosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍

Amazing Geography 🌍

@amazingeo · Post #76 · 08/19/2025, 09:12 AM

🌍 At the bottom of Antarctica’s ice lies a vast liquid lake called Lake Vostok, sealed under 4 kilometers of ice. This hidden hydrosphere supports unique life forms adapted to total darkness. ✨ #hydrosphere⚡#Antarctica⚡#secrets⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍