#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
Bliss - Official | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: 18.5
- Codename: #Pong
- Released: 21/4/25
🔽Download:Vanilla | Vanilla(Mirror) (Recovery Build)
🆘 Support : Here
⚙️ Installation: Here
📸 Screenshots: Here
🔖 Tags : #ROM#AOSP#Official#Bliss#V
✨ ChangelogsROM | Device
✍️ Note:
- Vanilla only
- clean flash recommended
- you can use this gapps: here, or flash your choice of gapps/microg if you know what you're doing
- ksu disabled bcs of official requirements
🏆 Credits
- @Ghosuto7 for DT
- Hellboy for Meteoric kernel
- Fabian for PA Glyph Implementation
- Testers
😎 Maintainer : @Drishal
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2
Bliss - Official | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: 18.2
- Codename: #Pong
- Released: 29/1/25
🔽 Download: [ Vanilla | Gapps ] (Recovery Build)
🆘 Support : Here
⚙️ Installation: Here
📸 Screenshots: Here
✨ Source Changelogs: Here
🔖 Tags : #ROM#AOSP#Official#Bliss#V
✨ Changelogs
- Update to NOS V3.0-250113-1723 firmware
- Improvements to system performance and stability
✍️ Note:
- Both Gapps and Vanilla build available
🏆 Credits
- Chandu for base DT
- Hellboy for Meteoric kernel
- Fabian for PA Glyph Implementation
- Testers
- Note: bliss is not patched with ksu due to official requirements
😎 Maintainer : @Drishal
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2