You make it sound as stealth is a boolean value. Stealth is not that easy. It depends on many factors. Stealth from whom, when, systems, where, and how much.
There is a probability (only indirect rumors) that F-35 can already be detected in some situations on some systems (global eye?) and there is definitely no guarantee that F-35 will keep it's stealth ability in the future.