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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
Search: #canals
@amazingeo · Post #176 · 09/04/2025, 08:12 PM
🌍 The city of Venice, built on more than 100 small islands, uses a vast network of canals instead of streets. Its unique layout has helped it survive for centuries on shifting lagoon mud. ✨ #city⚡#canals⚡#adaptation⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@interesting_planet_facts · Post #1194 · 01/05/2026, 12:11 PM
🌎 Amsterdam’s famous canal system was shaped by centuries of human engineering. Over 100 kilometers of canals were dug since the 17th century to manage water, transportation, and city expansion. Today, the city relies on more than 1,500 bridges to connect its neighborhoods. ✨ #Amsterdam⚡#canals⚡#engineering 👉subscribe Interesting Planet 👉more Channels
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@interesting_planet_facts · Post #1003 · 11/04/2025, 12:11 PM
🌎 Amsterdam’s famous canal system shaped the city’s landscape but also lowered the local water table. Over 1,500 wooden bridge and building foundations are now monitored for rotting due to changing groundwater levels. ✨ #Amsterdam⚡#canals⚡#urbanization⚡#groundwater 👉subscribe Interesting Planet 👉more Channels