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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 #599 · 01/28/2026, 08:31 PM

🌍 Space-based radar now tracks land subsiding from groundwater loss, revealing areas sinking by centimeters each year. These invisible changes help pinpoint regions at risk of flooding and damage. ✨ #remote⚡#sensing⚡#satellite⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #299 · 09/26/2025, 03:31 PM

🌍 Satellites now measure plant health from space by tracking tiny shifts in leaf color. This "vegetation index" helps predict crop yields and monitor droughts across continents. ✨ #remote⚡#sensing⚡#satellites⚡#agriculture⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #257 · 09/18/2025, 03:12 AM

🌍 Remote sensing satellites can spot changes in city heat by mapping temperature from space. These maps reveal "urban heat islands," where cities are much hotter than their surroundings. ✨ #remote⚡#sensing⚡#satellites⚡#urban⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #414 · 10/25/2025, 12:31 PM

🌍 New satellites use lasers to measure the height of forests from space. This lets scientists track forest growth and loss worldwide with detail never possible from the ground. ✨ #remote⚡#sensing⚡#satellites⚡#forests⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #338 · 10/06/2025, 12:31 PM

🌍 Remote sensing satellites can now detect wildfire smoke plumes traveling thousands of kilometers. These space-based observations help track air quality and protect health far beyond fire zones. ✨ #remote⚡#sensing⚡#satellites⚡#airquality⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​