#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
POCO M7 Pro 5G, Redmi Note 14 - China - OS3.0.305.0.WOQCNXM (Android 16)
📆2026/04/27 #release📱#beryl
📥Recovery ROM
📝Changelog:
[System]
Updated the security patch to August 2025. Increased system security.
🔗@xiaomiui | @miui_download | @hyperosfirmware | MemeOS Updates | XimiTime
Paranoid Android - Unofficial | Android 16 | Nothing Phone (2)
📔Details:
• Version: Beryl (Alpha)
• Device: #Pong
• Updated: 19/12/25
🔽 Download: Here
🆘 Bug Reports: Here
🔖Tags: #AOSPA#Unofficial#Baklava#CLO#NothingPhone2#Beryl
✨Changelogs:
- Based on current QSSI16 and V4.0-251119-1654
- Improvements to performance and system stability
- While feedback is appreciated, please do not explicitly mention me, I can read chat on my own thanks
⚙️Installation:
1. fastboot flashing unlock_critical (skip if already unlocked)
2. Execute this for flashing the ROM:
fastboot -w
fastboot update path/to/aospa zip
3. Wait for boot to finish
❗️Known bugs:
- UW camera does not show up in aperture
- Left volume panel isn't aligned in landscape
✍️ Note:
- Firmware is included. No need to flash seperately.
- Clean flash is recommended
👤 Dev: @gotenksIN
🔔Updates : @NothingPhone2Updates
💬Chat : @NothingPhone2