For a scientific theory, that means:
The new theory must be consistent with everything that came before,
The new theory must explain this new observation, and
It must lead to a new prediction of an observable phenomena which can go out and be tested.
Don’t be fooled by these claims; they’re a dime-a-dozen. But one that holds up to scrutiny?
Now, that’s science. Not hype.