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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 #64538 · 04/09/2026, 06:45 AM

🚀 Satoshi Protocol Layer2 Settlement Network Launches with Upgrades The Satoshi Protocol Layer2 settlement network officially launched on April 6, introducing enhancements in on-chain data statistics and computational capabilities. According to ChainCatcher, the Layer2 network now supports deep cumulative calculations on-chain, allowing for a more accurate reflection of team sizes and business data, thereby improving processing efficiency in complex scenarios. In terms of governance, the protocol has transferred core permissions to a multi-signature contract and adopted a dual-track governance model, with developers and core community members each holding 50% of the decision-making power. The execution threshold is set at 65%, further enhancing decentralization. This upgrade marks the protocol's transition towards community autonomy, providing a reference for technology and governance in the DeFi sector. #SatoshiProtocol#Layer2#Blockchain#DeFi#Governance#Decentralization#OnChainData#NetworkLaunch#Crypto#MultiSignature#ProtocolUpgrade#CommunityAutonomy

Venture Village Wall 🦄

@venturevillagewall · Post #4237 · 02/25/2025, 07:00 AM

Musk's Grok AI Updates Amid Market Drop 🔍 Elon Musk's Grok AI upgraded to version 3, enabling advanced reasoning like OpenAI's o3. New feature, DeepResearch, assists in detailed research. Performance varies: good for research tasks, but average in text generation compared to Claude. 📉 Meanwhile, Bitcoin falls to key support at $91,000, dragging down Ethereum below $2500 and Solana under $140. Liquidation volumes exceed $880 million. Chainflip to enhance protocol to block Bybit hacker fund movements within 24-72 hours. For further details, check here. #Grok#AI#Crypto#Bitcoin#Ethereum#Solana#DeepResearch#Chainflip#Bybit#hacker#liquidations#marketupdate#protocolupgrade#ElonMusk#Claude#OpenAI#DeepSeek#cryptonews#fintech#blockchain