We report a novel case of an infant with neurofibromatosis type 1 (NF1) who presented with new onset presumed focal impaired awareness seizures with motor onset followed by rapid progression to infantile spasms (IS). Electroencephalography (EEG) captured evolution from focal epileptiform discharges to multifocal and generalized discharges, then to hypsarrhythmia over three days. Development of IS within days of focal seizure onset is rapid, and to our knowledge, has not been demonstrated electrographically. The pattern of rapid ictal transition to hypsarrhythmia is essential for neurologists to be able to recognize as it can help lead to early treatment, which is necessary for improved outcomes in IS.