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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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@githubtrending · Post #14751 · 05/25/2025, 01:30 PM

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#c_lang#c#drivers#gpl#hacktoberfest#kernel#operating_system#os#osdev#reactos#win32#win32api#windows#x86 ReactOS is a free, open-source operating system designed to be compatible with Windows applications and drivers, especially those for Windows Server 2003 and later versions. The latest version, 0.4.15, brings major improvements like better USB and driver support, enhanced system stability, 64-bit fixes, and new features in system tools such as Notepad and Paint. It can be tested safely on virtual machines and is ideal for users seeking a Windows-like experience without Microsoft’s software. ReactOS is still in alpha, so it’s best for testing, but it offers a promising alternative for Windows users wanting a free, open-source OS[1][2][3]. https://github.com/reactos/reactos

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