Two things can happen after someone’s very first seizure. Nothing (preferable). Or the beginning of dangerous changes in the brain.
The term that describes the descent from a first seizure into epilepsy is epileptogenesis. There are some different theories as to what exactly happens that leads a previously healthy brain down the path of recurrent seizures.