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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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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

GitHub Trends

@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