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Source channel @githubtrending · Post #14925 · Jul 7

#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5]. https://github.com/humanlayer/12-factor-agents

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@githubtrending · Post #14723 · 05/19/2025, 01:00 PM

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#go#anticensorship#dns#network#proxy#reality#shadowsocks#socks5#tls#trojan#tunnel#utls#vision#vless#vmess#vpn#wireguard#xhttp#xray#xtls#xudp Project X offers powerful network tools like Xray-core and REALITY, built on the efficient XTLS protocol that improves speed and security by reducing unnecessary encryption. It features advanced routing and fallback systems to keep your internet traffic safe and uninterrupted, ideal for streaming or video calls. The project is open-source under Mozilla Public License 2.0, encouraging community contributions to keep it evolving. You can easily install it on various platforms using official scripts, Docker, or one-click setups, and use many supported GUI clients on Windows, Linux, Android, iOS, and routers. This flexibility and strong security help you optimize and protect your network experience. https://github.com/XTLS/Xray-core

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#go #anticensorship #dns #network #proxy #reality #shadowsocks #socks5 #tls #trojan #tunnel #utls #vision #vless #vmess #vpn #wireguard #xhttp #xray #xtls #xudp