#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
#php
You can easily set up a WordPress development environment using GitHub Codespaces or locally with Docker. Codespaces lets you start coding in a ready-made cloud environment directly from your browser, saving setup time and letting you work anywhere. For local setup, you need Node.js, npm, and Docker installed. After cloning the WordPress development repository, you run simple commands to install dependencies, build the project, and start the environment. You can access your WordPress site at http8889, run tests, and manage the environment with commands. This setup helps you develop, test, and contribute to WordPress efficiently without complex manual configuration.
https://github.com/WordPress/wordpress-develop
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