Your sentence is mostly clear and grammatically correct, but it could be improved for clarity and flow. Here’s a revised version:
"The journey may have been hard and crazy, yet the laughter we shared during those tough moments became cherished memories."
Adding a comma before “yet” helps to separate the two independent clauses, and changing "the tough moments" to "those tough moments" enhances clarity.