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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 #14902 · 07/03/2025, 12:00 AM

#go#tailscale#tailscale_control_server#tailscale_server#wireguard Headscale is an open-source, self-hosted alternative to the Tailscale control server, letting you create your own private VPN network using Wireguard technology. It supports key Tailscale features like node registration, DNS, file sharing (Taildrop), access control lists (ACLs), and more, making it ideal for personal or small group use. By running Headscale yourself, you gain full control over your network without relying on Tailscale’s servers, enhancing privacy and customization. You can manage access precisely with ACLs, tag devices for group policies, and use modern VPN benefits like NAT traversal and secure connections between your devices[1][3][5]. This helps you securely connect and control your devices in a private network tailored to your needs. https://github.com/juanfont/headscale

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@githubtrending · Post #14959 · 07/14/2025, 01:00 PM

#javascript#cheerp#cheerpx#cpp#lwip#repl#tailscale#vm#wasm#webassembly#webvm#xterm_js WebVM lets you run a full Linux system directly in your web browser without needing a server. It uses a special engine called CheerpX to safely run unmodified Linux programs by converting x86 code to WebAssembly. You get a real Debian Linux environment with many tools, and it supports networking through Tailscale VPN, so your browser VM can connect securely to the internet. You can also customize and deploy your own WebVM easily using GitHub, making it great for development, testing, or learning Linux without installing anything. This means you can have a powerful, private Linux machine anytime, anywhere, just in your browser[1][2][3]. https://github.com/leaningtech/webvm