To expand on my thinking:
The two lines in the first logo are unique enough that they make my brain automatically ask, what is this all about? Whereas with logo #3 my mind automatically pre-categorizes it as “generic modern app Logo” and I think no further.
So your first design has some built-in interest building and retention in my opinion.
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