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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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MikroTik.SG

@mikrotiksg · Post #314 · 07/30/2025, 06:56 AM

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Current MikroTik Software Release RouterOS: 7.19.4 | 6.49.18 Winbox: 3.42 / 4.0beta26 SwitcOS: 2.18 SwitchOS lite: 2.20 If you missed 7.19.3, Significantly improved Wi-Fi 6 Performance with RouterOS v7.19.3 (stable) Significantly improved Wi-Fi 6 Performance with RouterOS v7.19.3 (stable) If you've been waiting for a sign to explore MikroTik's Wi-Fi 6 solutions - this is it. With RouterOS v7.19.3, MikroTik has introduced significant improvements to 802.11ax (Wi-Fi 6) device performance. This update enhances range, stability, and overall wireless experience, making it the best time yet to deploy Wi-Fi 6 in your home, office, or enterprise setup. MikroTik is continuously working to improve AX performance across all supported MikroTik devices, and this update is a major step forward. Whether you're using a single AP or building a complex multi-device setup, you'll notice the difference. But there's more to this update: from enhanced IPv6 FastPath support to hardened RADIUS (RadSec) and smarter LTE/eSIM handling, the system is now more robust under real-world stress. For best results and security, always use the latest stable RouterOS version. Version 7.19.3 is currently our recommended release for anyone using Wi-Fi 6 hardware. #MikroTik#RouterOS#AlagasNet#LatestSoftware

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