The real problem is not in finding an algorithmic strategy that seem to work on historical data - the problem is how to validate sure it will work in the future and how to be confident it's still working even if it's loosing money for some time ?
Yes exactly that. Even if you backtest for many years it’s still possible that you’ll lose money because future although correlated to the past can always have different patterns.
