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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 #14986 · 07/22/2025, 12:00 PM

#rust#cli#command_line_interface#command_line_tool#dns#icmp#linux#macos#mtr#netbsd#network#networking#ping#ratatui#rust#rustlang#tool#traceroute#tui#tui_rs#windows Trippy is a powerful tool that combines traceroute and ping functions to help you analyze network problems easily. It works on Linux, BSD, macOS, and Windows, and you can install it through many package managers or directly with commands like `cargo install trippy`. Running a simple trace is as easy as typing `sudo trip example.com`. Trippy offers detailed network tracing with features like multipath strategies and unprivileged modes, making it flexible for different needs. Using Trippy helps you quickly find where network issues occur, saving time and improving troubleshooting efficiency. Full guides and documentation are available online to get you started smoothly. https://github.com/fujiapple852/trippy