I'll speculate that:

-It's not Morpheus, but Morpheus' son.
-The Oracle did say she would see Neo again. Perhaps in the "rebooted Matrix," another the Machines simply rebuild him, but couldn't rebuild his memory. He has to figure that out on his own.
-Trinity is playing undercover or knowingly dumb to avoid the Machines and Agents.