#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
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.4.2
- Device: #Pong
- Released: 08/01/26
⬇️ Download: ROM
📖 Changelogs: Here
🆘 Support: Discord | Telegram
🏷 Tags: #AOSP#ROM#EvoX#Official
✍️Notes:
- Use latest NOS 3 firmware! Not 4.0
- Use OrangeFox recovery to install if sideloading!
- Gapps is included, do not flash again
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & Ghost & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.2
- Device: #Pong
- Released: 23/09/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again
- Use latest NOS 3 firmware
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.7
- Device: #Pong
- Released: 09/06/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelog: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR2#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Use latest NOS 3 firmware
- Dolby is included
- Clean Flash is required from 10.3 or lower
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.6
- Device: #Pong
- Released: 14/05/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR2#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Use latest NOS 3 firmware
- Dolby is included
- Clean Flash is required for this update
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v11.5.2
- Device: #Pong
- Released: 03/02/26
⬇️ Download: Gapps | Vanilla
🛟 Recovery: Here
📖 Changelogs: Here
🆘 Support: Discord | Telegram
🏷 Tags: #AOSP#ROM#EvoX#Official#QPR1
✍️Notes:
- Firmware is included! (NOS 4.0)
- Sideloading/USB in recovery works as intended now
- Gapps is included, do not flash again
- Dolby is included
🏆Credits:
- Ghost and Chandu for DT
- Fabian & Ghost & HELLBOY for Glyph
- HELLBOY for Kernel base
👤 Maintainer: @Superuser1958
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
Evolution X - Official | Android 15 | Nothing Phone (2)
📝 Details:
- Version: v10.3
- Device: #Pong
- Released: 22/02/25
⬇️ Downloads: ROM | Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🆘 Support: Here
🏷 Tags: #AOSP#ROM#QPR1#EvoX#Official
✍️Notes:
- Gapps is included, do not flash again!
- Firmware is included
- Dolby is included
🏆Credits:
- Chandu for base DT
- Ghost for Dolby and additional fixes
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @Superuser1958
🐙 Chat @NothingPhone2
🔔 Updates @NothingPhone2Updates