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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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@abmedia_news · Post #24218 · 04/29/2026, 08:30 AM
【🔗 DeFi｜Polymarket 升級完工：新交易引擎上線、$1M 流動性獎勵】 #CLOB#Polymarket#pUSD Polymarket 於 4 月 28 日交付交易所改造核心，啟用升級版合約。 官方分階段發放 100 萬美元獎勵，將抵押品由 USDC.e 切換至 pUSD。雖然新架構已投入運作，但做市商在獎勵期後的留存深度仍待觀察。 📍閱讀全文： https://abmedia.io/polymarket-clob-v2-upgrade-complete-trading-engine-liquidity-rewards-2026-04-28 📍 訂閱鏈新聞頻道：https://linktr.ee/abmedia.io
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@CryptoM · Post #65093 · 04/11/2026, 12:26 AM
🚀 Polymarket to Upgrade Protocol and Launch pUSD Token on Polygon Polymarket has announced plans to enhance its protocol and introduce pUSD, an ERC-20 collateral token on the Polygon network, fully backed by USDC. According to NS3.AI, the upgrade aims to lower gas costs and minimize failed trades. The platform intends to open-source the smart contracts next week and will initiate a bug bounty program to ensure security and reliability. #Polymarket#Upgrade#Protocol#pUSD#ERC20#CollateralToken#Polygon#USDC#GasCosts#FailedTrades#OpenSource#SmartContracts#BugBounty#Security#Reliability