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Source channel @githubtrending · Post #14789 · Jun 5

#go#golang#mesh#mesh_networks#nat_traversal#netbird#vpn#wireguard#wireguard_vpn#wiretrustee#zero_trust_network_access NetBird lets you quickly set up a secure private network for your organization or home without needing to configure complex firewall rules, open ports, or manage VPN gateways. It uses direct peer-to-peer connections based on WireGuard, so your devices connect to each other securely and efficiently, bypassing the need for a central server. You get strong security with features like access control, activity logging, and support for single sign-on, all managed from a simple web interface. This means you can connect and protect your devices anywhere, with minimal setup and maintenance, making remote access and network management much easier[2][1][5]. https://github.com/netbirdio/netbird

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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