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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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Oneplus 13 Updates

@OnePlus13Series · Post #289 · 07/13/2025, 12:38 AM

📱SunOS-Project - Official | Android 15 | OnePlus 13 (dodge) 🗒Details: • Version: #varuna (A15) • Codename: #dodge • Released: 09/07/25 🆘Support: Telegram 📸Screenshots: Click Here 💵Donate: Paypal | UPI: dyavanapellichandu@ybl (If you like our work and want to support development, it helps pay server bills and infrastructure) 🔖Tags: #ROM#SunOS#Android15#Official#OnePlus13#dodge ✨SourceChangelogs: • Initial A15 Release based on CPH2653_15.0.0.831(EX01) firmware blobs ✅Working: • Camera & Flashlight • WiFi, Bluetooth • Telephony (Calls & Data) • IMS (VoLTE, VoWiFi, RCS) • Audio (Playback & Record) • Video Playback • GPS, Sensors • WiFi Display ❌Broken: • eSIM (WIP) 📦Compatibility: • All variants supported: EU / IN / CN / NA 📔Note: Make sure both slots have the same firmware to avoid critical issues! 🧩FlashInstructions: ⚠️ Ensure both slots have the same firmware before flashing! • Download images from here. fastboot flash init_boot init_boot.img fastboot flash boot boot.img fastboot flash recovery recovery.img fastboot flash vendor_boot vendor_boot.img fastboot -w fastboot reboot recovery ➡️Inrecovery: • Factory reset (wipe/format data) • ADB sideload the SunOS zip • Reboot and enjoy 🌞 📥Download: 🔗Sourceforge | Mirror

Oneplus 13 Updates

@OnePlus13Series · Post #346 · 11/13/2025, 03:51 PM

SunOS Project | Android 16 | Oneplus 13 ✍️ Details: - Version: bienor - Codename: #dodge - Type: #user#gapps - Released: 29/09/25 🔽 Download : ROM [ Gdrive | Mirror | SF ] // Images 🆘 Support group: Here ✨ Changelogs: Here 🌳 Source: Here | DT | sm8750 📸Screenshots: Here 💰 Donate: Here (Server) 🔖 Tags : #SunOS#AOSP#ROM#Official#A16#QPR0 ⚙️Installation: 🚨 Firmware is not included with this rom. Please flash fw on both slots to avoid potential issues ➡️ CMDs: fastboot flash init_boot init_boot.img fastboot flash boot boot.img fastboot flash recovery recovery.img fastboot flash vendor_boot vendor_boot.img fastboot -w fastboot reboot recovery ➡️Recovery: • Factory reset (wipe/format data) • ADB sideload the rom zip & Reboot 📔Note: - Clean flash is mandatory coming from SunOS A15 and make sure remove google accounts and lockscreen password to avoid frp lock - ESIM support is dropped 👤 Developer: @Chandu_078 🔔 Updates: @OnePlus13Series 💬 Discussion: @OnePlus13SeriesChatRoom