Which feature selection technique to pickup(Boruta vs RFE vs step selection)
There is a tradeoff between selecting features and precision. Fewer features probably have less precision (predictive power).

Select the features that make sense for your problem taking into consideration the trade-off of information vs performance.  The fewer features the model sees the predictive power that it has.