Algorithmic Strategy Flaws

Assumption

Algorithmic strategy flaws often originate from rigid reliance on historical price distributions that fail to account for the unique volatility profiles of crypto derivatives. Models assuming Gaussian behavior struggle to incorporate the fat-tailed distributions and frequent liquidity gaps characteristic of decentralized exchanges. When developers build strategies on the premise of constant market efficiency, they neglect the structural anomalies caused by rapid liquidations and synthetic leverage. Such oversights result in models that break down precisely when volatility spikes, exposing the portfolio to unexpected catastrophic risk.