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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: #algae
@interesting_planet_facts · Post #960 · 10/24/2025, 06:11 PM
🌎 Off the coast of Australia, the mysterious "pink lakes" like Lake Hillier owe their color to the algae Dunaliella salina, which produce red pigments in salty environments. Lake Hillier’s pink hue remains stable even when bottled, due to the unique chemistry of its saline water. ✨ #ocean⚡#mystery⚡#algae 👉subscribe Interesting Planet 👉more Channels
@interesting_planet_facts · Post #588 · 08/19/2025, 01:22 PM
🌎 Red tides sometimes turn the ocean a rusty red or brown—caused by massive blooms of algae packed with pigments. These blooms can release toxins that harm fish and even impact local air quality, making ocean color changes a sign of dramatic ecological shifts. ✨ #ocean⚡#algae⚡#pigments 👉subscribe Interesting Planet
@interesting_planet_facts · Post #1305 · 02/20/2026, 12:11 PM
🌎 Red rain fell in the Indian state of Kerala in 2001, coloring streets and clothing. Scientists found the cause was airborne spores from local algae cells. Some showers were bright red for up to two months. ✨ #phenomena⚡#weather⚡#algae 👉subscribe Interesting Planet 👉more Channels
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