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Source channel @githubtrending · Post #14641 · Apr 27

#go#cloud#devsecops#k8s#kubernetes#mesh#mesh_network#network#networking#overlay_network#security#self_hosted#virtual_network#virtual_networking#vpn#vpn_server#wg_quick#wireguard#wireguard_ui#wireguard_vpn#zero_trust Netmaker is a powerful tool for creating and managing secure networks. It uses WireGuard to provide fast and secure connections, allowing you to connect devices anywhere in the world. With features like mesh VPNs and multi-network segmentation, you can organize your networks securely and efficiently. Netmaker also offers robust access controls and integration with OAuth for secure user management. This helps keep your network safe and compliant, making it ideal for businesses managing complex network setups. https://github.com/gravitl/netmaker

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Machinelearning

@ai_machinelearning_big_data · Post #8255 · 08/12/2025, 02:32 PM

🚀Jan-v1: локальная 4B-модель для веба — опенсорсная альтернатива Perplexity Pro 📌Что умеет - SimpleQA: 91% точности, чуть выше Perplexity Pro — и всё это полностью локально. - Сценарии: быстрый веб-поиск и глубокое исследование (Deep Research). Из чего сделана - Базируется на Qwen3-4B-Thinking (контекст до 256k), дообучена в Jan на рассуждение и работу с инструментами. Где запускать - Jan, llama.cpp или vLLM. Как включить поиск в Jan - Settings → Experimental Features → On - Settings → MCP Servers → включите поисковый MCP (например, Serper) Модели - Jan-v1-4B: https://huggingface.co/janhq/Jan-v1-4B - Jan-v1-4B-GGUF: https://huggingface.co/janhq/Jan-v1-4B-GGUF @ai_machinelearning_big_data #ai#ml#local#Qwen#Jan