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"Puffer Finance banned 25+ addresses using on-chain behavior clustering in its anti-cheat system, revealing the attack-defense game in DeFi security."This summary captures the core ideas: Puffer Finance, a DeFi platform, used advanced blockchain analysis to identify and ban over 25 suspicious addresses. The method, on-chain behavior clustering, groups transaction patterns to detect fraud. It also highlights the ongoing battle between security measures and attackers in decentralized finance, where both sides continuously adapt.
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Bitcoin’s post-halving price increase of just 43.4% and a volatility drop to 50% suggest it’s maturing, but it’s not yet a "low-volatility macro asset." Historically, Bitcoin’s volatility often exceeded 100%, so a decline to 50% is notable—yet it remains high compared to traditional macro assets like bonds (5-10%) or gold (10-15%). The modest 43.4% rise, unlike sharper gains in past cycles, reflects growing institutional involvement and market efficiency. However, Bitcoin’s still-nascent status, regulatory uncertainty, and speculative trading keep its volatility elevated. While it’s gaining traction as a macro asset sensitive to global economic factors, achieving "low volatility" requires further stability and mainstream adoption. For now, Bitcoin resembles a high-beta macro asset—responsive to economic shifts but prone to significant swings—rather than a low-volatility one.
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