#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
crDroid - Unofficial | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v12.3
- Device: #Pong
- Released: 15/11/25
⬇️ Downloads: ROM and Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🏷 Tags: #LOS#ROM#crDroid#Unofficial
✍️Notes:
- GAPPS and Vanilla builds available
- Dolby and initial Nothing camera support available
- WFD broken
- SukiSU Ultra with SUSFS out of the box
- OTA updates are supported
- Signed with release-keys
- Use latest NOS 3 firmware
- If face any bugs report with logs
🏆Credits:
- Ghost and Chandu for DT
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @deadlylxrd
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
OrionOS Project - OFFICIAL | A14 | Nothing Phone (2)
Based on LineageOS & crDroidAndroid
📔 Details:
- Version: Cosmic
- Codename: #Pong
- Released: 04/08/2024
🔽 Download (Recovery) : Vanilla | Gapps
⚙️ Installation: Here
📸 Screenshots: Here
🆘 Support: Telegram
🔖 Tags : #ROM#LOS#Official#QPR3#U#NothingPhone2
✍️ Note:
- Kernel is prepatched with KSU (Download Manager)
- Clean flashing is mandatory
- Both Vanilla & Gapps Build Available
- Powershare (Wireless Reverse Charging)
- Auto brightness in Glyph
- X-Reality Engine in Colors
- MicroG should pass Integrity (Not tested)
- Game Space
- Battery Backup was pretty decent during testing.. Wait for a charging cycle to complete..
‼️ Known Bugs:
- Lock Screen Carrier Text is a bit right.. Would be fixed with next OTA of August SP
🏆 Credits
- Chandu for base device tree & Kernel
- OC'D, Miki, Unluck & Ghost for all help
- Fabian & Hellboy for PA Glyph
- Testers
😎 Maintainers: @AgBKartikey
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2