#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
crDroid - Unofficial | Android 16 | Nothing Phone (2)
📝 Details:
- Version: v12.3
- Device: #Pong
- Released: 15/11/25
⬇️ Downloads: ROM and Recovery Image
⚙️ Flashing Instructions: Here
📖 Changelogs: Here
🏷 Tags: #LOS#ROM#crDroid#Unofficial
✍️Notes:
- GAPPS and Vanilla builds available
- Dolby and initial Nothing camera support available
- WFD broken
- SukiSU Ultra with SUSFS out of the box
- OTA updates are supported
- Signed with release-keys
- Use latest NOS 3 firmware
- If face any bugs report with logs
🏆Credits:
- Ghost and Chandu for DT
- Fabian & HELLBOY for Glyph
- HELLBOY for Meteoric Kernel
👤 Maintainer: @deadlylxrd
💬 Chat: @NothingPhone2
🔔 Updates: @NothingPhone2Updates
OrionOS Project - OFFICIAL | A14 | Nothing Phone (2)
Based on LineageOS & crDroidAndroid
📔 Details:
- Version: Cosmic
- Codename: #Pong
- Released: 04/08/2024
🔽 Download (Recovery) : Vanilla | Gapps
⚙️ Installation: Here
📸 Screenshots: Here
🆘 Support: Telegram
🔖 Tags : #ROM#LOS#Official#QPR3#U#NothingPhone2
✍️ Note:
- Kernel is prepatched with KSU (Download Manager)
- Clean flashing is mandatory
- Both Vanilla & Gapps Build Available
- Powershare (Wireless Reverse Charging)
- Auto brightness in Glyph
- X-Reality Engine in Colors
- MicroG should pass Integrity (Not tested)
- Game Space
- Battery Backup was pretty decent during testing.. Wait for a charging cycle to complete..
‼️ Known Bugs:
- Lock Screen Carrier Text is a bit right.. Would be fixed with next OTA of August SP
🏆 Credits
- Chandu for base device tree & Kernel
- OC'D, Miki, Unluck & Ghost for all help
- Fabian & Hellboy for PA Glyph
- Testers
😎 Maintainers: @AgBKartikey
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2