TGINSIGHT SIMILAR POSTS
Source channel @githubtrending · Post #14958 · Jul 14
#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
Search: #arid
@amazingeo · Post #503 · 12/09/2025, 12:31 PM
🌍 In Chile's Atacama Desert, rare fog called "camanchaca" drifts inland from the Pacific. Some plants here survive by absorbing water directly from this fog, not from rainfall. ✨ #desert⚡#arid⚡#adaptation⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #468 · 11/21/2025, 08:31 PM
🌍 Some arid desert landscapes feature ancient, dried-up riverbeds called wadis that can flood suddenly after rare rains, quickly turning from bare channels to rushing streams in a matter of hours. ✨ #desert⚡#arid⚡#landscapes⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #656 · 03/09/2026, 08:31 PM
🌍 Libya’s Libyan Desert holds sand seas with dunes reaching up to 180 meters tall. These giant dunes constantly shift with the wind, creating landscapes that can look completely different in just a few years. ✨ #desert⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #274 · 09/20/2025, 07:31 PM
🌍 In the Taklamakan Desert of China, some sand dunes reach up to 300 meters tall. Shifting winds keep these giant dunes moving, constantly reshaping the landscape year after year. ✨ #deserts⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@amazingeo · Post #235 · 09/14/2025, 01:12 PM
🌍 The Atacama Desert in Chile is so dry that some weather stations have never recorded rain. Its Mars-like soils are studied by scientists searching for signs of life in extreme environments. ✨ #desert⚡#extreme⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@amazingeo · Post #123 · 08/27/2025, 12:12 AM
🌍 The Namib Desert is thought to be the oldest desert on Earth, with arid conditions lasting for at least 55 million years—far longer than any other known desert. ✨ #desert⚡#Namib⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍