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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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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40963 · 04/23/2026, 06:00 AM

Adultery in the later Middle Ages was punished by religious penance, fines, corporal punishment, and public humiliation. In southern France, a punishment called “the run” forced an adulterous couple to move through the streets. They were often naked or in undergarments. In some cases, the woman held a rope attached to her lover’s genitals. A town crier announced the sentence to gather a crowd. The couple could be beaten at crossroads during the procession. Over time, towns increasingly allowed fines instead of public humiliation, especially for those who could pay, while poorer people were more often sentenced to “the run.” ⚖️🏃‍♂️📜 [Read more] @googlefactss #MiddleAges#HistoryFacts#MedievalLaw#Adultery#france#punishment