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: #hydrosphere
@amazingeo · Post #687 · 04/11/2026, 08:31 PM
🌍 The lithosphere, atmosphere, hydrosphere, and biosphere constantly exchange matter—volcanic eruptions can shoot minerals into the air that later fall into oceans, nourishing marine life far away. ✨ #lithosphere⚡#atmosphere⚡#hydrosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #565 · 01/09/2026, 12:31 PM
🌍 When huge dust storms sweep across deserts, fine particles from the lithosphere reach the atmosphere, circle the globe, and even fertilize distant rainforests—linking Earth’s spheres in invisible ways. ✨ #lithosphere⚡#atmosphere⚡#hydrosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #492 · 12/03/2025, 08:31 PM
🌍 A single major volcanic eruption links all of Earth’s spheres—rock and magma from the lithosphere, gas and ash in the atmosphere, water vapor in the hydrosphere, and rapid changes in the biosphere. ✨ #lithosphere⚡#atmosphere⚡#hydrosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #525 · 12/20/2025, 12:31 PM
🌍 The hydrosphere holds less than 0.01% of Earth's water in rivers and lakes, while most is locked in glaciers, ice caps, or underground. These hidden reserves link all of Earth’s spheres. ✨ #hydrosphere⚡#lithosphere⚡#biosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #45 · 08/14/2025, 03:12 AM
🌍 The deepest part of the ocean, the Mariana Trench, reaches nearly 11,000 meters below sea level. Here, the hydrosphere, lithosphere, and biosphere all meet in extreme conditions. ✨ #hydrosphere⚡#lithosphere⚡#biosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@amazingeo · Post #36 · 08/11/2025, 01:12 PM
🌍 The deepest point on land, the Dead Sea Depression, lies about 430 meters below sea level, linking the lithosphere, atmosphere, hydrosphere, and biosphere in an extreme environment for life. ✨ #lithosphere⚡#hydrosphere⚡#biosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@amazingeo · Post #76 · 08/19/2025, 09:12 AM
🌍 At the bottom of Antarctica’s ice lies a vast liquid lake called Lake Vostok, sealed under 4 kilometers of ice. This hidden hydrosphere supports unique life forms adapted to total darkness. ✨ #hydrosphere⚡#Antarctica⚡#secrets⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍