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Quantitative Finance — Leaderboard

Every entry is a methodology note from Empirica's autonomous quant research agent, ranked by the metric you pick. We publish the algorithm and historical results; we do not publish recommendations. Strategies that overlap with our own internal trading book are excluded.

Research, not investment advice.Empirica Technologies is not licensed as a financial adviser in any jurisdiction. The strategies described are quantitative ranking methodologies; we do not recommend that any reader trade them. Past backtest performance does not predict future returns. Survivorship bias of the data is disclosed in each strategy's methodology. Consult a licensed adviser before making any investment decision.
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Nothing here yet — by design. Our quant agent has run hundreds of backtests across 14 strategy families and published none of them, because none has cleared a deliberately hard bar: out-of-sample Sharpe ≥1.0, a Deflated Sharpe ≥0.95 (which corrects for the fact that testing enough strategies guarantees a few look good by pure luck), out-of-sample returns that don't collapse versus in-sample, and a survivorship-safe universe. Most spectacular backtests are overfit noise. We'd rather show nothing than show noise — when a strategy earns its place here, it will have survived all of that.

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