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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 #65090 · 04/11/2026, 12:14 AM

🚀 Crypto Startups Secure $76 Million in Funding in Early Q2 2026 DefiLlama data reveals that crypto startups raised $76 million in the first week of the second quarter of 2026. According to Odaily, the total funding for the year has approached $500 million. Key funding rounds this week include: Pharos secured $44 million in a Series A round with participation from SNZ Holding, Chainlink, and Flow Traders. The company focuses on building a high-performance Layer 1 blockchain compatible with Ethereum applications, emphasizing RWA and decentralized infrastructure networks. Oh raised $7.5 million in a Series A round led by Maven 11, with contributions from L1 Digital, Hashed, Auros Global, and Maelstrom. The project aims to develop a Web3 AI platform offering decentralized AI service tools like OhChat. Kulipa completed a $6.2 million seed round led by Flourish Ventures and 1kx, with participation from White Star Capital and Fabric Ventures. The company provides branded payment cards for crypto wallets, enabling the conversion of digital assets to traditional currency at checkout. #CryptoStartups#Funding#Q22026#Pharos#SeriesA#Blockchain#Layer1#Ethereum#Oh#Web3#AI#DecentralizedAI#Kulipa#SeedRound#PaymentCards#CryptoWallets#DigitalAssets#TraditionalCurrency