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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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Libreware

@libreware · Post #1517 · 10/30/2025, 12:36 PM

How to run #ADB and #fastboot in #Termux without root to unlock #bootloader, run ADB commands, remove #bloatware, flash ROM, or even root another #Android https://www.mobile-hacker.com/2025/06/16/how-to-run-adb-and-fastboot-on-a-non-rooted-android-smartphone-using-termux/: 1. It supports debloating of various manufacturers and mobile carriers such as LG, Samsung, Xiaomi, Huawei, Oppo, Realme, Vivo, ZTE, OnePlus, Nokia, Sony, Asus, Google, Fairphone, Motorola, Tecno, Unihertz. 2. Full access to the app’s private storage — including databases, tokens, cached credentials, config files, or even offline user data. 3. Another common issue in AndroidManifest.xml is this flag: When enabled (which it is by default unless explicitly disabled), Android allows the app’s private data to be backed up via ADB — again, even on non-rooted devices. Android, use termux-adb command instead of adb https://github.com/nohajc/termux-adb Android debloater for pc and debloat lists https://github.com/Universal-Debloater-Alliance/universal-android-debloater-next-generation https://github.com/Universal-Debloater-Alliance/universal-android-debloater-next-generation/blob/main/resources/assets/uad_lists.json #debloat

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@githubtrending · Post #15413 · 01/14/2026, 05:00 PM

#powershell#ai#bloatware#bloatware_removal#copilot#debloat#generative_ai#image_creator#optimizer#powershell#privacy#recall#rewrite#security#windows This PowerShell script removes all AI features from Windows 11 (like Copilot, Recall, AI in Paint/Notepad/Edge), disables registry keys, deletes packages/files, prevents reinstalls, and offers classic app replacements with backup/revert options. Run it as admin via UI or commands for a cleaner system. You gain better privacy, security, faster performance, and no unwanted bloat—full control over your PC. https://github.com/zoicware/RemoveWindowsAI

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@githubtrending · Post #14636 · 04/27/2025, 11:30 AM

#powershell#automated#bloatware#bloatware_removal#cleanup#debloat#debloater#interactive#optimize#powershell#powershell_script#privacy#ps1#registry_tweaks#tweaks#windows#windows_10#windows_11#windows_11_debloat#windows10#windows11 Win11Debloat is a free PowerShell script that quickly removes pre-installed Windows bloatware like TikTok, Xbox Game Bar, and Copilot while disabling ads, telemetry, and intrusive features. It simplifies tasks like restoring the classic right-click menu, hiding duplicate drives in File Explorer, and removing taskbar clutter, saving you from manually adjusting settings. The script is safe, reversible, and improves your experience by eliminating unnecessary background processes and distractions, making Windows cleaner and more focused. https://github.com/Raphire/Win11Debloat