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Source channel @githubtrending · Post #14993 · Jul 24

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#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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Interesting Planet 🌍

@interesting_planet_facts · Post #958 · 10/24/2025, 12:11 PM

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🌎 Carved into a limestone cliff in southern Georgia, the ancient cave city of Vardzia features over 600 rooms, tunnels, and chapels. Built in the 12th century as a fortress and monastery, Vardzia stretches along 500 meters of rock face and was once home to thousands of residents. ✨ #cities⚡#archaeology⚡#history 👉subscribe Interesting Planet 👉more Channels ​

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Офис Почётного консула ЮАР в Екатеринбурге // Office of Honorary Consul of South Africa in Yekaterinburg

@sarconsulurals · Post #3499 · 04/17/2026, 05:19 AM

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🏟 Moses Mabhida Stadium in Durban is one of South Africa’s most iconic landmarks. Built for the 2010 FIFA World Cup, it features a stunning arch that offers panoramic views of the city and ocean — accessible via the SkyCar or Adventure Walk! 🎢 From sports events to concerts and even bungee swings, the stadium is a hub of energy and architecture. 📍A must-visit for thrill-seekers and architecture lovers alike! 📹 Watch a short video: 👉https://www.youtube.com/watch?v=VeXOmlAYDEQ #Cities#Tourism Telegram | MAX | VK

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