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Engineering What Survives

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Reproducible experiments about AI, markets and probability—and the useful information hiding inside failed results.

Experiment 002 · Rejected · 5 min read

My Football Model Passed Validation. A Five-Check Audit Killed It.

Val away CLV was +152 bps, confidence interval excluded zero. Then I ran a five-check forensic audit: opening-line baseline, Brier skill, feature contamination, incremental CLV, and season stability. Four failed.

PythonMLLightGBMQuant researchReproducibility

Experiment 001 · Rejected · 7 min read

My Crypto Backtest Had a Sharpe of 13.4. Then I Added Trading Costs

The same cross-sectional reversal signal fell from a pre-transaction-cost Sharpe of 13.44 to a net Sharpe of -40.13. Its trading bill was four times its gross PnL.

PythonData pipelinesExperimentationReproducibility