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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 #64467 · 04/09/2026, 01:34 AM

🚀 Monad Foundation Offers Subsidies for Secure Signing Devices Monad Foundation has announced plans to subsidize the cost of dedicated signing laptops for teams whose protocols achieve or exceed a total value locked (TVL) of $2.5 million. According to Foresight News, these laptops are intended for use in multi-signature operations, vault management, and other critical tasks. Eligible teams can apply to the Monad Foundation for this subsidy, which may require additional security training and standard KYC procedures. Monad emphasizes that these signing devices must not be used for everyday activities such as web browsing, coding, or meetings. Previously, Monad co-founder Keone Hon advised protocol teams to immediately adopt dedicated signing computers for multi-signature operations instead of using regular computers. He highlighted the vulnerability of everyday computers to hacking, which could compromise the signing process even when connected to a hardware wallet, posing significant security risks. The Monad Foundation may introduce incentives to encourage teams to adopt this secure method in the future. #MonadFoundation#Subsidy#SecureSigning#Cryptocurrency#Blockchain#Multisig#VaultManagement#Cybersecurity#KYC#ProtocolSecurity