#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag
Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data.
https://github.com/FareedKhan-dev/all-rag-techniques
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