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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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@airdropgoldchannel · Post #157912 · 02/04/2025, 08:18 AM
🪂Solana L2, XOS Airdrop program 💯FREE 👉 Visit: http://X.ink ✅Connect wallet + socials ✅Claim daily points + spins ✅ Join Guild: https://guild.xyz/xos #xos
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@NothingPhone2Updates · Post #737 · 05/03/2026, 08:58 AM
halogenOS - Official | Android 16 | Nothing Phone (2) ✍️ Details: - Version: 16.2 - Codename: #Pong - Updated: 26/05/02 - Type: #Vanilla 🔽 Download: Here 🆘 Support : Here ⚙️ Installation: Here 🔖 Tags : #ROM#AOSP#Official#XOS ✍️ Changelog: - Dimmed mode - New launcher app drawer design - Slidable tiles - Battery charge limit - Add font customization - Add centered lockscreen clock style - Add VRR mode - April 2026 Security Patch - Increase Bluetooth sound quality when using AAC or SBC ✍️ Note: - Firmware is not included, based on NOS B4.0-251226-1110 - ROM is signed by official halogenOS keys. GApps support and PI not guaranteed (only vanilla with Sandboxed Play is officially supported). 🏆 Credits: - Chandu - Pong dev team & testers - halogenOS Community 👤 Maintainer : @N0m4n904 🔔 Updates : @NothingPhone2Updates 💬 Chat : @NothingPhone2
@NothingPhone2Updates · Post #679 · 09/26/2025, 05:51 AM
HalogenOS - Official | Android 16 | Nothing Phone (2) ✍️ Details: - Version: 16.0 - Codename: #Pong - Initial Release: 25/09/25 - Type: #Vanilla 🔽 Download: Here 🆘 Support : Here ⚙️ Installation: Here 🔖 Tags : #ROM#AOSP#Official#XOS ✍️ Note: - Kernel is prepatched KSU - Firmware is not included, latest is recommended - ROM is signed by official halogenOS keys. GApps support and PI not guaranteed (only vanilla is officially supported). - Refer to this post for future updates related to the ROM. 🏆 Credits: - Chandu for Kernel (and DT which served as as a reference) - Pong dev team & Testers 👤 Maintainer : @N0m4n904 🔔 Updates : @NothingPhone2Updates 💬 Chat : @NothingPhone2
@NothingPhone2Updates · Post #663 · 08/18/2025, 04:23 AM
HalogenOS - Official | Android 16 | Nothing Phone (2) ✍️ Details: - Version: 16.0 - Codename: #Pong - Initial Release: 18/08/25 - Type: #Vanilla 🔽 Download: Here 🆘 Support : Here ⚙️ Installation: Here 🔖 Tags : #ROM#AOSP#Official#XOS ✍️ Note: - Kernel is prepatched KSU - Firmware is not included, latest is recommended - ROM is signed by official halogenOS keys. GApps support and PI not guaranteed (only vanilla is officially supported). - Refer to this post for future updates related to the ROM. 🏆 Credits: - Chandu for Kernel (and DT which served as as a reference) - @chrome6boy for testing - Pong dev team 👤 Maintainer : @N0m4n904 🔔 Updates : @NothingPhone2Updates 💬 Chat : @NothingPhone2