Trading strategy that uses KAMA crossovers with an ADX trend-strength filter, backtested across ~1.8M parameter combinations on crypto and tech stocks via vectorbt. Best results were on Nvidia and Solana, with the strategy outperforming buy-and-hold S&P 500. However, regime analysis shows potential overfitting and need for stronger risk-controls.