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Source channel @githubtrending · Post #14998 · Jul 26

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#java#keycloak#oidc#saml Keycloak is an open-source tool that helps you add secure login and access control to your apps easily. It lets users sign in once and access many applications without logging in repeatedly (single sign-on). You don’t have to manage user data or authentication yourself because Keycloak handles it all securely using industry standards like OAuth 2.0 and SAML. It supports strong security features like two-factor authentication and works well with many identity providers. This saves you time and money by avoiding custom solutions and simplifies managing user access across your services. You can run it on your own servers or in the cloud, and it’s easy to set up and customize[1][2][3][4][5]. https://github.com/keycloak/keycloak

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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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