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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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Crypto M - Crypto News

@CryptoM · Post #65331 · 04/12/2026, 11:34 PM

🚀 Middle East Nations Urge U.S. and Iran to Resume Talks After Failed Peace Negotiations According to BlockBeats, on April 13, The Wall Street Journal reported that following unsuccessful marathon peace talks in Islamabad, Middle Eastern countries are urging the United States and Iran to return to negotiations. Despite both sides issuing strong statements, diplomatic channels remain open, and a second round of talks could occur within days. Regional nations are in discussions with the U.S. to extend the fragile two-week ceasefire announced on Tuesday evening. Iranian officials have proposed alternative suggestions, such as continuing symbolic uranium enrichment activities or reducing their enriched uranium stockpile, but no compromise has been reached. #MiddleEast#USIranTalks#PeaceNegotiations#Diplomacy#Ceasefire#IranUranium#BlockBeats#Islamabad#Iran#MiddleEasternNations#WallStreetJournal