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An evaluation methodology for context-augmentation experiments: a format-matched control that separates whether added context helps because of its information or its format. Pre-registered instrument, mutation-audited scorer, worked example in SVG reference resolution.
MSc thesis: 13 classifiers all performed at chance predicting in-game spending on public data, while a control on genuine game-level data hit 0.95 ROC AUC. Revenue Gini 0.87.
A backtesting harness built to refuse false results — and the closed study that used it. 24 pre-registered hypotheses, three sealed verdicts, no tradeable edge found, and no funded-account fee ever paid. Controls run in ten seconds with no data, key or network.