#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 disappearance of the Sodder children in 1945 remains unsolved. Five siblings vanished after a house fire in Fayetteville, West Virginia. Investigators found no remains in the ash, and sightings were later reported but never verified. A billboard seeking answers stood along Route 16 for decades. ✨
#history⚡#disappearance⚡#mystery
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🌎 In 2009, French aircraft Air France Flight 447 disappeared over the Atlantic during a flight from Rio de Janeiro to Paris. All 228 people on board died. The plane's wreckage was not found for nearly two years, when deep-sea searches located the main debris field at a depth of 3,900 meters. ✨
#aviation⚡#disappearance⚡#ocean
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🌎 In 1815, the British brig HMS Rosalie was found abandoned and drifting near the Bahamas. The ship’s sails were set, and cargo untouched, but not a single crew member was found onboard. Official records note that the ship’s logbook and personal belongings were still present when discovered. ✨
#disappearance⚡#maritime⚡#mystery
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🌎 In 1973, Australian pilot Frederick Valentich disappeared while flying a Cessna 182L over Bass Strait. During radio contact, he reported a strange, unidentified craft circling his plane before transmission was lost. Despite a large search, neither Valentich nor his aircraft were ever found. ✨
#disappearance⚡#aviation⚡#australia
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🌎 In 1872, the Mary Celeste was found adrift in the Atlantic Ocean—its crew vanished without a trace, leaving food, cargo, and the ship untouched. This unsolved maritime mystery has puzzled historians ever since. ✨
#disappearance⚡#ship⚡#mystery
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🌎 In 1925, British explorer Percy Fawcett vanished in Brazil's Amazon rainforest while searching for the lost city of "Z." Fawcett, his son, and a companion were last seen near the Upper Xingu River. Despite dozens of rescue missions over decades, no confirmed trace of the expedition was ever found. ✨
#amazon⚡#disappearance⚡#exploration
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