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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 #64893 · 04/10/2026, 07:25 AM

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🚀 Oil Prices Rise Ahead of U.S.-Iran Talks, Remain Below $100 per Barrel Oil prices have increased but remain below $100 per barrel as the U.S. and Iran prepare for talks this weekend. According to Odaily, Emmanuel Belostrino, head of global crude oil and geopolitical market data at Kpler, stated that the outcome of the negotiations, particularly the possibility of establishing a viable shipping agreement, is crucial to alleviating the current backlog. During early European trading, both U.S. and Brent crude saw short-term gains, with prices at $99.7 and $97.6 per barrel, respectively. The Strait of Hormuz remains largely frozen, causing supply disruptions and maintaining market tension. Additionally, Iran's attack on Saudi Arabia's main export route, the East-West pipeline, has reduced its daily capacity by approximately 700,000 barrels. #OilPrices#USIranTalks#CrudeOil#BrentCrude#MarketTension#OilSupply#HormuzStrait#SaudiArabia#PipelineAttack#EnergyMarket

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