I am not a great philosopher but this is my humble opinion -
Neo doesn't realize the abilities he has yet therefore he is not the One yet at the point he talks to the Oracle. The Oracle does know everything that happens up until a choice that is not yet understood.
The Matrix sequels go further into who the Oracle is if you want more info on her xx
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