feature engineering, how to?

Hi all: Following the tutorial for myFirstForest and want advice on feature engineering. Is it better to add all the different features one can think of or does that hurt the model instead of assist it? How do you know if a feature is critical? I’m very new at this so apologies if I’m using the wrong terminology too. Thanks!

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