#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
Lesson 21 of our Uzbek self-study course: digraphs sh, ch and the letter l.
Learn their pronunciation, see examples with countries and nationalities, and practice with audio exercises.
https://yep.uz/en/2025/09/lesson-21-uzbek-digraphs-sh-ch-l/
#uzbek#uzbeklanguage#uzbeklesson#uzbekalphabet#learnuzbek#languagelearning#sh#ch#LeMonde