#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
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📰 FRANK OS 1.0 Launches With a Retro Windows 95-Like Desktop
FRANK OS 1.0 debuts with a windowed desktop inspired by Windows 95, running on RP2350 microcontrollers using the FreeRTOS kernel.
🔗 Source: https://linuxiac.com/frank-os-launches-with-a-retro-windows-95-like-desktop/
#kernel
📰 FreeBSD's Rust Kernel Support Could Be Stable Enough To Try This Year
The FreeBSD Project has published their Q4'2025 status report to outline progress made on their software, infrastructure, and other initiatives over the past quarter. Meanwhile among the work to look forward to this year in FreeBSD is getting their Rust kernel driver support up to scratch...
🔗 Source: https://www.phoronix.com/news/FreeBSD-Q4-2025-Status-Report
#kernel