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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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@tonlines · Post #6981 · 04/30/2025, 11:55 AM
⚡️TapSwap Community: Major News Incoming Tomorrow! #TapSwapBeta#SkillGaming#Web3Games TapSwap Community announces a major update about their private beta launching tomorrow, featuring three exclusive skill-based games in Telegram. Limited spots are available, and interested participants should prepare to apply using a Google form link with their Telegram handle. Source: link @tonlines
@tonlines · Post #6772 · 04/15/2025, 09:28 AM
TapSwap Community: Elevate Your Gaming Skills with Precision #SkillGaming#TapToWin#ClassicWithCrypto The TapSwap Community emphasizes skill and precision in classic games like Tetris, Solitaire, and Bubble Shooter. Players are encouraged to hone their focus and ability to outplay and earn, adding purpose to their gaming experience. Source: link @tonlines
@football_nigeria · Post #1098 · 05/19/2025, 02:01 PM
🎮TapSwap officially launched the beta! The project has made an important step forward — now skill games are available for the first testers directly in Telegram. Convenient format, fast loading and no unnecessary actions. What's included in the beta: • 🎯 Three games where the outcome depends on your skills • 💰 Integration with $TAPS • 📲 Access via Telegram mini-app ⚠️ At the current stage, only selected users have access to the beta. If you are among them, you can already try out the platform before the official release. 🗓The public launch is scheduled for early June. #TapSwap#БетаЗапуск#SkillGaming#Web3UA Bot link:tapswap_bot📱 Nigeria Football Hub
@insider_usa_news · Post #3352 · 05/19/2025, 01:04 PM
🎮TapSwap officially launched the beta! The project has made an important step forward — now skill games are available for the first testers directly in Telegram. Convenient format, fast loading and no unnecessary actions. What's included in the beta: • 🎯 Three games where the outcome depends on your skills • 💰 Integration with $TAPS • 📲 Access via Telegram mini-app ⚠️ At the current stage, only selected users have access to the beta. If you are among them, you can already try out the platform before the official release. 🗓The public launch is scheduled for early June. #TapSwap#БетаЗапуск#SkillGaming#Web3UA Bot link:tapswap_bot📱 INSIDER USA 👉🏻 Subscribe