#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
🔰#BCH Update - Price is pushing higher after the recent bounce.
Keeping a close watch on $603, which remains a key upside target on this leg up, as it aligns with the yearly open — a significant level that often acts as strong resistance.
🔰#BCH Update - Price is pushing higher after the recent bounce.
Keeping a close watch on $603, which remains a key upside target on this leg up, as it aligns with the yearly open — a significant level that often acts as strong resistance.
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