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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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Venezuelanalysis

@venanalysis · Post #2075 · 08/25/2025, 09:40 PM

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📰 NEWS | Venezuela: Turkish Investors to Take Over State-Owned Sugar Mills Under ‘Strategic Alliances’ Venezuela has signed agreements with Turkish investors to manage three state-owned sugar mills — Central Venezuela (Zulia state), Santa Clara (Yaracuy state), and Ezequiel Zamora (Barinas state) — as part of new 'strategic alliances,' Agriculture Minister Julio León announced. Authorities have not disclosed further details. Previous experiences with similar alliances in the countryside have raised concerns among campesinos regarding transparency and impacts on small-scale producers. 🔗 Read the full report here: https://shorturl.at/pwPmt #Peasants#Campesinos#PrivateSector#Sugar

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