This is actually fairly simple. Blond and brunet are used to describe fair haired and brown haired men. Blonde and brunette are the feminine versions of the words. So, use the “no e” version for men and add the “e” or “te” for women.
P.S. most inanimate objects are considered “male,” so you get a “blond dresser” rather than a blonde one.
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