#jupyter_notebook
Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability.
https://github.com/langchain-ai/rag-from-scratch
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