#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
🇪🇦#Spagna, elezioni in Castiglia e León: i popolari guidati dal presidente Alfonso Fernandez #Mañueco riconfermano il governo regionale. Sia i socialisti che Vox tengono a discapito dei provincialisti, oltre a Podemos e Ciudadanos che escono dal consiglio.
#PP (centrodestra): 35,5% (33 seggi)
#PSOE (centrosinistra): 30,7% (30)
#Vox (destra): 18,9% (14)
#UPL (regionalisti di León): 4,4% (3)
#XAV (provincialisti di Ávila): 0,9% (1)
#SY (provincialisti di Soria): 0,7% (1)
Affluenza: 59,7% (+0,9)