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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 #65332 · 04/12/2026, 11:51 PM

🚀 Global Currency Order Restructuring May Lead to Long-Term Dollar Depreciation According to Jin10, a report by China International Capital Corporation (CICC) suggests that after the short-term factors boosting the dollar fade, the narrative of global currency order restructuring and the weakening of dollar hegemony may once again dominate market direction. The United States' continuous accumulation of net external debt increases its need for dollar depreciation. The uncertainty surrounding U.S. President Donald Trump's policies and the unresolved risks of dollar 'weaponization' also dampen market demand for U.S. assets. The new Federal Reserve Chair, Walsh, advocates for a 'balance sheet reduction' policy, which could objectively help restore the dollar's credibility if implemented. However, Walsh's policy is constrained by the resilience of the real economy and financial markets, as well as political limitations. Additionally, Trump's foreign, trade, and economic policies continue to negatively impact the dollar's credibility. Considering the overall impact of Walsh and Trump's policies, it is difficult to conclude that the dollar's credibility will improve in the future. We anticipate that the global currency order may continue to restructure, driving the dollar to maintain a long-term depreciation trend. #GlobalCurrencyOrder#DollarDepreciation#USDebt#DollarHegemony#FederalReserve#MonetaryPolicy#TrumpPolicies#CICCReport#FinancialMarkets#CurrencyRestructuring