The project puts math first. Its calculations follow transparent rules and established research - not claims that AI can predict markets. Strategies are tested on unseen periods and account for trading costs, market stress, and survivorship bias. AI is used only to review news and double-check candidates; it does not replace the maths or pretend to know what the market will do next. A Reality Check then looks for lucky periods, unstable settings, and results that disappear after realistic costs.