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Add notebook flywheel grid APIs, runner support, and new research not…
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Add AFML feature diagnostics module and docs-site structure checks
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perf(data): LazyFrame-native openquant.data path + benchmark scaffold
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feat(openquant): add typed error APIs for bet_sizing and filters
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feat: add AFML Ch.13 synthetic backtesting module
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feat(openquant): add AFML Ch11-12 backtesting engine + CPCV
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feat: add AFML Ch.9 hyperparameter_tuning module (OQ-mef.2)
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