#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
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