The modern stockmarket rewards strategies that balance speed with statistical discipline. With torrents of tick-level feeds, corporate filings, and macro signals, outperformance comes from robust data pipelines, clean experimentation, and metrics that focus on downside. Building an edge means more than spotting patterns; it requires a rigorous framework that measures what matters: risk-adjusted return, resilience…