#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
🌎 The Steller’s sea cow, a giant marine mammal, was discovered in the Bering Sea in 1741 and went extinct just 27 years later due to overhunting. This species reached lengths up to 9 meters and fed on kelp, leaving no close living relatives today. ✨
#extinction⚡#megafauna⚡#ocean
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🌎 Ice Age cave lions once roamed across Europe and Asia, hunting mammoths and bison in frigid steppe. Larger than today’s lions, these extinct predators are known from beautifully preserved cave paintings and even mummified cubs found in Siberian permafrost. ✨
#paleontology⚡#megafauna⚡#prehistory
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🌎 The Gomphothere, an ancient cousin of elephants, once roamed the Americas with shovel-shaped lower jaws. These extinct giants sported four tusks instead of two, thriving for millions of years before vanishing at the end of the last Ice Age. ✨
#paleontology⚡#megafauna⚡#extinction
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🌎 Australian megafauna like Diprotodon, the largest marsupial ever, disappeared about 46,000 years ago. These giant wombat relatives weighed up to 2,750 kilograms. The cause of their extinction is debated—some studies suggest climate shifts, while others blame human hunting. Diprotodon fossils have been found at over 100 sites across Australia. ✨
#extinctanimals⚡#megafauna⚡#paleontology
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🌎 The mystery of the Irish elk lies in its enormous antlers, which could span up to 3.5 meters. Despite the name, it lived across Eurasia and wasn’t truly an elk. Fossils suggest it vanished about 7,700 years ago, possibly due to climate change and habitat loss at the end of the last Ice Age. ✨
#extinct⚡#paleontology⚡#megafauna
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