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A historical good Sharpe is usually a prerequisite, but not a guarantee of having good live performance.

I'm sure you're aware of overfitting backtestes and it sounds like that's what you were doing.



You can find patterns without necessarily overfitting to them. It's more a question of correlation vs causation. Looking for patterns reported in research papers would be more promising. But cannot automate that.




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