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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 #64598 · 04/09/2026, 09:55 AM

🚀 STOCKS | BlackRock CIO Warns of Potential Downgrade in Stock Earnings Due to Middle East Conflict Helen Jewell, BlackRock's International Chief Investment Officer for Fundamental Equities, has indicated that the ongoing Middle East conflict could necessitate a reduction in stock earnings expectations. According to Jin10, Jewell noted that current earnings forecasts for this year remain high, ranging from 15% to 18%, suggesting significant room for downward adjustments. She expressed skepticism about the stability of earnings predictions in the consumer sector, particularly given the impact of interest rates and inflation stemming from the Middle East situation. Preliminary signs indicate potential changes in earnings expectations. After weeks of analysts raising forecasts, Citigroup's U.S. Earnings Momentum Index turned negative last Friday, with downgrades outnumbering upgrades by the largest margin in nearly a year. Despite this, analysts' predictions remain optimistic amid high uncertainty and rising price pressures. Compiled data shows that the market generally expects the S&P 500's earnings per share to grow by 16% this year, marking the strongest performance since 2021. The first-quarter earnings season is set to officially begin next week. Jewell highlighted that the potential for earnings growth in energy and materials stocks is offset by the downside risks in industries such as aviation, suggesting that overall earnings will remain relatively stable. #stocks#BlackRock#MiddleEastConflict#earningsforecast#consumersector#interestrates#inflation#Citigroup#USearnings#S&P500 #energy#materials#aviation#investment