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Source channel @githubtrending · Post #14826 · Jun 12

#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data. https://github.com/FareedKhan-dev/all-rag-techniques

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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