#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
Project Infinity X - Official | A14| Nothing Phone 2 (Pong)
📝 Details:
- Version: v1.6
- Device: #Pong
- Released: 25/10/24
⬇️ Download: Here
📖 Changelogs: Device | Source
📔 Instructions: Here
🎄 Device tree : Here
🖼 Screenshot : Here | Here
🆘 Support: Device
🏷 Tags: #AOSP#ROM#InfinityX#U#QPR3#Official
✍️ Note:
• Read changelogs
• OTA available
• Base firmware 2.6.0 is recommended
• Dirty flash possible from previous build
• Based on Qpr3 September Security Patch
• Dolby Atmos available
• Flash meteoric kernel for KSU support
• Nik gapps recommend for vanilla version
🏆 Credits:
- Chandu Dyavanapelli for DT Base
- Hellboy for kernel tree
- Fabian and Hellboy for Glyph Implementation
👤 Maintainer: @Ghosutox
🔔 Updates: @NothingPhone2Updates
🐙 Chat: @NothingPhone2
Project Infinity X - Official | A14| Nothing Phone 2 (Pong)
📝 Details:
- Version: v1.5
- Device: #Pong
- Released: 11/09/24
⬇️ Download: Here
📖 Changelogs: Device | Source
📔 Instructions: Here
🎄 Device tree : Here
🖼 Screenshot : Here | Here
🆘 Support: Device
🏷 Tags: #AOSP#ROM#InfinityX#U#QPR3#Official
✍️ Note:
• Read changelogs
• Base firmware 2.6.0 is recommended
• Dirty flash possible from previous build
• Based on Qpr3 September Security Patch
• Dolby Atmos available
• Flash meteoric kernel for KSU support
• Nik gapps recommend for vanilla version
🏆 Credits:
- Chandu Dyavanapelli for kernel & DT Base
- Fabian and Hellboy for Glyph Implementation
👤 Maintainer: @Ghosutox
🔔 Updates: @NothingPhone2Updates
🐙 Chat: @NothingPhone2
Project Infinity X - Official | A14| Nothing Phone 2 (Pong)
📝 Details:
- Version: v1.4
- Device: #Pong
- Released: 27/08/24
⬇️ Download: Here
📔 Instructions: Here
🎄 Device tree : Here
🖼 Screenshot : Here | Here
🆘 Support: Device
🏷 Tags: #AOSP#ROM#InfinityX#U#QPR3#Official
✍️ Note:
• Initial official release
• Base firmware 2.6.0 is recommended
• Clean flash mandatory
• Based on Qpr3 August Security Patch
• Dolby Atmos available
• Flash meteoric kernel for KSU support
• Nik gapps recommend for vanilla version
🏆 Credits:
- Chandu Dyavanapelli for kernel & DT Base
- Fabian and Hellboy for Glyph Implementation
👤 Maintainer: @Ghosutox
🔔 Updates: @NothingPhone2Updates
🐙 Chat: @NothingPhone2