#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
Bliss - Official | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: 18.5
- Codename: #Pong
- Released: 21/4/25
🔽Download:Vanilla | Vanilla(Mirror) (Recovery Build)
🆘 Support : Here
⚙️ Installation: Here
📸 Screenshots: Here
🔖 Tags : #ROM#AOSP#Official#Bliss#V
✨ ChangelogsROM | Device
✍️ Note:
- Vanilla only
- clean flash recommended
- you can use this gapps: here, or flash your choice of gapps/microg if you know what you're doing
- ksu disabled bcs of official requirements
🏆 Credits
- @Ghosuto7 for DT
- Hellboy for Meteoric kernel
- Fabian for PA Glyph Implementation
- Testers
😎 Maintainer : @Drishal
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2
Bliss - Official | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: 18.2
- Codename: #Pong
- Released: 29/1/25
🔽 Download: [ Vanilla | Gapps ] (Recovery Build)
🆘 Support : Here
⚙️ Installation: Here
📸 Screenshots: Here
✨ Source Changelogs: Here
🔖 Tags : #ROM#AOSP#Official#Bliss#V
✨ Changelogs
- Update to NOS V3.0-250113-1723 firmware
- Improvements to system performance and stability
✍️ Note:
- Both Gapps and Vanilla build available
🏆 Credits
- Chandu for base DT
- Hellboy for Meteoric kernel
- Fabian for PA Glyph Implementation
- Testers
- Note: bliss is not patched with ksu due to official requirements
😎 Maintainer : @Drishal
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2