#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
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.4.2
- Device: #Pong
- Released: 08/01/26
⬇️ Download: ROM
📖 Changelogs: Here
🆘 Support: Discord | Telegram
🏷 Tags: #AOSP#ROM#EvoX#Official
✍️Notes:
- Use latest NOS 3 firmware! Not 4.0
- Use OrangeFox recovery to install if sideloading!
- Gapps is included, do not flash again
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & Ghost & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.2
- Device: #Pong
- Released: 23/09/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again
- Use latest NOS 3 firmware
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.7
- Device: #Pong
- Released: 09/06/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelog: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR2#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Use latest NOS 3 firmware
- Dolby is included
- Clean Flash is required from 10.3 or lower
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.6
- Device: #Pong
- Released: 14/05/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR2#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Use latest NOS 3 firmware
- Dolby is included
- Clean Flash is required for this update
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.5.2
- Device: #Pong
- Released: 03/02/26
⬇️ Download: Gapps | Vanilla
🛟 Recovery: Here
📖 Changelogs: Here
🆘 Support: Discord | Telegram
🏷 Tags: #AOSP#ROM#EvoX#Official#QPR1
✍️Notes:
- Firmware is included! (NOS 4.0)
- Sideloading/USB in recovery works as intended now
- Gapps is included, do not flash again
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & Ghost & HELLBOY for Glyph
- HELLBOY for Kernel base
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.3
- Device: #Pong
- Released: 22/02/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR1#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Firmware is included
- Dolby is included
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat @NothingPhone2
🔔 Updates @NothingPhone2Updates