#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
Keeweb : Free Cross-Platform Password Manager Compatible With KeePass.
Keeweb webapp is a browser and desktop password manager compatible with KeePass databases. It doesn’t require any server or additional resources. The app can run either in browser, or as a desktop app.
The app is quite stable now. Basic stuff, as well as more advanced operations, should be rather reliable.
https://github.com/keeweb
#keepass#passwords#alternatives
📡@cRyPtHoN_INFOSEC_EN