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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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Go! Announcements

@gorwachain_announcements · Post #1105 · 11/25/2025, 05:27 PM

🚀 Go! Nation, Interested in tokenized futures? We’re talking about a massive unlock: equities are ~$128T globally, and the broader futures/derivatives layer is $1 quadrillion+ in notional scale. That’s the playing field. Futures are like making a deal today on what something will cost later (like locking in the price of apples next week). Equities are just tiny pieces of companies. FuturesFi is Go!’s next step: putting U.S. index futures strategies on-chain so people can access them in smaller, modular, transparent, fully trackable digital contracts. Think: clearer exposure, better rails, and a path to modern financial infrastructure, without the old gatekeeping. FuturesFi is being designed to target low-single-digit monthly performance in modeled scenarios via U.S. index futures strategies. No guarantees, not live performance, and not an offer to sell securities, just early interest for product updates. Important compliance note: Go!/FuturesFi is not a broker-dealer. This is not an offer to sell securities and nothing here is investment advice, we’re simply collecting interest for early access + product updates. 👉 Join the interest list here: https://forms.gle/wFY1534X8xqSUUtf7 #FuturesFi#Agentic#AI#Tokenization#OnChainFinance#DigitalAssets#Assets#LetsGo