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Source channel @githubtrending · Post #15433 · Jan 23

#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

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@trackawesomelist · Post #4260 · 06/14/2022, 05:25 AM

SNMP - A protocol for collecting, modifying, and organizing information about managed devices on IP networks. #Awesome

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@tg_infosec · Post #4105 · 03/18/2026, 04:12 PM

• Большая и полезная подборка AI-инструментов с открытым исходным кодом для кибербезопасников. Ниже обозначены категории, в каждой из которых множество полезных инструментов с кратким описанием: - Tools: ➡Integrated; ➡Audit; ➡Reconnaissance; ➡Offensive; ➡Detecting; ➡Preventing; ➡Social Engineering; ➡Reverse Engineering; ➡Investigation; ➡Fix; ➡Assessment. - Cases: ➡Experimental; ➡Academic; ➡Blogs; ➡Fun. - GPT Security: ➡Standard; ➡Bypass Security Policy; ➡Bug Bounty; ➡Crack; ➡Plugin Security. #AI#Awesome#ИБ

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