#python#deepseek#demo#easy#embedding#flask#gpt#huggingface_transformers#llm#mcp#multimodal#openai#qwen#rag#sentence_transformers#ui#vllm#vlm
UltraRAG is a lightweight framework that makes building retrieval-augmented generation (RAG) systems simple and fast. It uses a low-code approach where you write just dozens of lines of YAML configuration instead of complex code to create sophisticated AI workflows with conditional logic and loops. The framework includes a visual development environment where you can drag-and-drop to build pipelines, adjust parameters in real-time, and instantly convert your logic into interactive chat applications. This means you can deploy powerful AI systems that ground answers in your own data—reducing hallucinations and improving accuracy—without needing extensive coding expertise or lengthy development cycles.
https://github.com/OpenBMB/UltraRAG
arter97 Kernel | Android 14 | Nothing Phone (2)
✍️ Details:
- Version: r15
- Codename: #Pong
- Released: 15/03/24
🔽 Download: Normal & KSU Version
🆘 Support Threads: TG | XDA
🔖Tags : #Stock#Kernel#arter97#U
✨Changelogs:
- Backported lazy RCU to improve power consumption
- Other minor bug fixes and changes from Google
✍️ Note:
- This kernel is only compatible with Stock A14 NOS rom.
- Report issues (if any) in the support group with appropriate logs.
😎 Maintainer : @arter97
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2
NothingMuchROM | Android 14 | Nothing Phone (2)
Nothing OS with some handful modifications for a better experience
✍️ Details:
- Version: r15 (NOS 2.6.0)
- Codename: #Pong
- Released: 08/07/24
🔽 Download : Here
🆘 Support group: TG | XDA
⚙️ Installation: Here
🔖Tags : #Stock#ROM#arter97#U#NothingPhone2
✨Changelogs:
- Stable release based on 2.6.0
- Custom bionic updated to use the latest AOSP compiler and fix several minor issues in the math library.
😎 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 14 | Nothing Phone (2)
Nothing OS with some handful modifications for a better experience
✍️ Details:
- Version: r14 (NOS 2.5.6)
- Codename: #Pong
- Released: 02/07/24
🔽 Download : Here
🆘 Support group: TG | XDA
⚙️ Installation: Here
🔖Tags : #Stock#ROM#arter97#U#NothingPhone2
✨Changelogs:
- Stable release based on NOS 2.5.6
- Dirac is back, thanks to the fix from gotenksIN
✍️ Note:
- If you don't want dirac, stick to the r13 build based on NOS 2.5.6
😎 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 16 | Nothing Phone (2)
✍️ Details:
- Version: r40
- Codename: #Pong
- Released: 10/03/26
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
🌳 Source: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
✨ Changelogs
- Update base to 4.0 (Pong_B4.0-260226-0955)
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flashable firmwares can be found here.
- It is recommended to use arter97's latest kernel build with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: r39
- Codename: #Pong
- Released: 20/09/25
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
✨ Changelogs
- Update base to Pong-V3.2-250917-1451
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flashable firmwares can be found here.
- It is recommended to use arter97's latest kernel build with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: r37
- Codename: #Pong
- Released:15/07/25
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
✨ Changelogs: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flashable firmwares can be found here.
- Stable release based on 3.2 (Pong_V3.2-250708-2227_3.2)
- It is recommended to use arter97's latest kernel with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: r36
- Codename: #Pong
- Released: 23/05/25
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
✨ Changelogs: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flahsable firmwares can be found here.
- Flashing super is enough for users coming from r35.
- Stable release based on NOS 3.0, Build: Pong-V3.0-250506-1805.
- It is recommended to use arter97's latest kernel with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2