To forget is an act of not remembering something
Forget is the first form of the word forget Forgot is the second form of the word forget This makes it utterly clear that forgot is used for past tenses while forget is used for present tenses and in future tenses with appropriate auxillaries
I forgot can describe something that happened in the past
و العزم كمية متجهة