#python#agent#agentic_ai#grpo#kimi_ai#llms#lora#qwen#qwen3#reinforcement_learning#rl
ART is a tool that helps you train smart agents for real-world tasks using reinforcement learning, especially with the GRPO method. The standout feature is RULER, which lets you skip the hard work of designing reward functions by using a large language model to automatically score how well your agent is doing—just describe your task, and RULER takes care of the rest. This makes building and improving agents much faster and easier, works for any task, and often performs as well as or better than hand-crafted rewards. You can install ART with a simple command and start training agents right away, even on your own computer or with cloud resources.
https://github.com/OpenPipe/ART
🌍 The world’s biggest human migration still happens every year in China, as hundreds of millions travel during Lunar New Year— the largest annual movement of people on Earth. ✨
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🌍 In 2022, the number of international migrants reached an estimated 281 million—more than triple the figure from 1970—making up 3.6% of the world’s total population today. ✨
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🌍 Since the 1990s, the number of people living outside their birthplace has more than doubled, with most international migration now happening between countries in Asia and Europe. ✨
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🌍 Tokyo’s Shibuya Crossing is one of the busiest pedestrian intersections in the world, where as many as 3,000 people can cross with every green light, illustrating dense urban flow. ✨
#city⚡#infrastructure⚡#movement⚡#geography⚡#nature⚡#earth
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