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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 #64957 · 04/10/2026, 12:23 PM

🚀 Binance Alpha Opens Mystery Box Airdrop Featuring AOP, REKT, and CLO Key TakeawaysBinance launches Alpha Mystery Box airdrop.Reward pool includes AOP, REKT, and CLO tokens.Users need ≥240 Alpha points to claim; costs 15 points per claim.Rewards vary by tier and are distributed first-come, first-served.Binance Alpha Mystery Box Airdrop Goes LiveBinance Wallet has opened its Alpha Mystery Box airdrop, with rewards drawn from three projects:Ark of Panda (AOP)Rekt (REKT)Yei Finance (CLO)Eligible users can claim the airdrop via the Alpha event page.Eligibility and Claim RequirementsTo participate:Users must hold at least 240 Alpha pointsEach claim consumes 15 Alpha pointsEach user can claim onceRewards must be confirmed within 24 hours, or eligibility will be forfeited.Reward Structure and DistributionParticipants are randomly assigned to different reward tiers, receiving one of the following:AOP: 715 / 860 / 2860 tokensREKT: 192,307,700 / 230,769,230 / 769,230,770 tokensCLO: 335 / 400 / 1335 tokensAll rewards are distributed on a first-come, first-served basis. #Binance#AlphaMysteryBox#Airdrop#AOP#REKT#CLO#AlphaPoints#Crypto#Rewards#YeiFinance#ArkOfPanda#CryptoAirdrop#BinanceWallet