#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
#EvolutionX#UNOFFICIAL#A16#diting#qpr1
EvolutionX 11.5.1 | UNOFFICIAL | Android 16
Updated: 28/12/2025
▪️Download: SF | Mirror
▪️Screenshots
▪️Support:Group
▪️ Recovery: here
Changelogs:
• Sync soruce
• Update blobs and firmware from OS2.0.205.0.VLFMIXM
• Xiaomi camera has been updated
• Updated kernel and some fixes
• Many optimizations and fixes were made.
• Dolby audio by default
• Update KernelSU
Notes:
If you want to receive regular updates, you can donate and we will add you to VIP support.
Credits:Here
By@Jezzay97 | Donate
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#EvolutionX#UNOFFICIAL#A16#diting#qpr1
EvolutionX 11.5 | UNOFFICIAL | Android 16
Updated: 18/11/2025
▪️Download: SF | Mirror
▪️Screenshots
▪️Support:Group
▪️ Recovery: here
Changelogs:
• Initial release qpr1
• TEST BUILD
• Dolby audio by default
• KernelSU SusFS support
Notes:
If you want to receive regular updates, you can donate and we will add you to VIP support.
Credits:Here
By@Jezzay97 | Donate
Follow@xiaomi_12tpro_updates
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#PixelOS#UNOFFICIAL#A16#diting#qpr1
PixelOS 16.1 | UNOFFICIAL | Android 16
Updated: 28/12/2025
▪️Download: SF | Mirror
▪️Support :Group
▪️Source Changelogs: here
Changelogs:
• Initial release
Notes:
If you want to receive regular updates, you can donate and we will add you to VIP support.
Credits:Here
By@Jezzay97 | Donate
Follow@xiaomi_12tpro_updates
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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
#EvolutionX#UNOFFICIAL#A16#diting#qpr1#Beta
EvolutionX 11.5 | UNOFFICIAL | Android 16
Updated: 28/11/2025
▪️Download: SF | Mirror
▪️Screenshots
▪️Support:Group
▪️ Recovery: here
Changelogs:
• Sync soruce
• The Xiaomi camera has been updated and added by default.
• The kernel has been updated and some new changes have been made.
• Some minor changes were made to the tree.
• Dolby audio by default
• KernelSU SusFS support
CLEAN FLASH RECOMMENDED
Notes:
If you want to receive regular updates, you can donate and we will add you to VIP support.
Credits:Here
By@Jezzay97 | Donate
Follow@xiaomi_12tpro_updates
Join@xiaomi12tpro_chat