Delete a Brush From The Brush Preset Picker
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Your choices stick across every tutorial on this device.
To delete a brush from the Brush Preset Picker hold the Alt (Mac: Option) key, and the cursor will turn to a black arrow with scissors, then hover over any brush preset and click to delete it.