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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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Nothing Phone (2) | Updates

@NothingPhone2Updates · Post #696 · 11/28/2025, 08:19 AM

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AviumUI - Unofficial | Android 16 | Nothing Phone (2) 📝 Details: - Version: 16 - Build type: #Vanilla - Device: #Pong - Released: 27/11/2025 ⬇️ Downloads: Here 📖 Changelogs: Here 🖼️ Screenshota: Here 🏷 Tags: #Avium#ROM#Avium#Vanilla#Unofficial ✍️Notes: - Vanilla build ONLY - Initial Nothing camera support available - SukiSU Ultra and SusFS baked in - OTA updates are planned in the future, however not supported as of now - Signed with my keys - Based on Lineage DT, Vendor and Kernel - Use latest NOS 3 firmware - If face any bugs report with logs 🏆Credits: - Deadlylxrd for so much help with building my first ever ROM - Chandu for DT - Fabian & HELLBOY for Glyph 👤 Maintainer: @sevo9128 💬 Chat: @NothingPhone2 🔔 Updates: @NothingPhone2Updates

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