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Source channel @githubtrending · Post #14697 · May 11

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#go#attacks_prevention#detection#linux#protection#security CrowdSec is an open-source security solution that helps protect servers from malicious IP addresses. It uses a community-driven approach, where users share information about threats they've faced, creating a shared blocklist to prevent attacks. CrowdSec's Security Engine can detect bad behaviors by analyzing logs and HTTP requests, and it supports multiple platforms. This system is fast, easy to use, and designed for modern infrastructures, making it a powerful tool for securing your systems against various threats. By using CrowdSec, you benefit from collective protection and can focus on real security issues. https://github.com/crowdsecurity/crowdsec

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Machinelearning

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

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🚀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

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