#python#brain_inspired_ai#deep_learning#large_language_models#reasoning
The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems.
https://github.com/sapientinc/HRM
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