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Research Shows Early Transaction Signals Predict DeFi Rug Pulls Within Hours
Rug pulls are often framed as unpredictable scams driven by deception and hype. Research on decentralized exchanges shows something more precise: most rug pulls follow detectable transactional patterns shortly after a token is created, and these patterns can be identified early using on-chain data rather than smart contract code alone