#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl
AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools.
https://github.com/inclusionAI/AReaL
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