(for) the first time

How to distinguish clearly the difference in meaning btw for the first time and the first time?

Ex: I'm warning you for the first time. = I'm warning you the first time. ?

for the first time and the first time are interchangeable? If yes, when and why?If not, when and why?

Quoc