Here's why:
* Gerund: A gerund is a verb form ending in "-ing" that acts as a noun. In this case, "talking" is the gerund.
* Gerund Phrase: A gerund phrase includes the gerund and any modifiers or objects that go with it. Here, "talking to my friend Omaha" is the complete phrase acting as the object of the preposition "for".