By "dark side", I'm primarily referring to the "curve fitting" conundrum. Where we are aware that we are subject to curve fitting, yet participate anyway, thinking we have a clever angle where our changes are expected to benefit out of sample equally.
Determining, then modifications based on the "why" to implement the "what" instead of merely altering the "what" to improve the PnL is not always intuitive.