QuantaAlpha just posted a 27.75% annualized return on CSI 300, then transferred its factors to the S&P 500 without retraining and still delivered 137% cumulative excess return over four years. The framework treats alpha mining as an evolutionary process where entire research trajectories mutate and recombine. Our breakdown of why this approach beat every classical and deep learning baseline tested, and what it signals for quantitative finance, is up now.