Assembly Language interacts directly with memory through instructions like mov (move) and push/pop (stack operations). Memory addresses are used to access data, and programmers must manage memory carefully to avoid conflicts and ensure the correct functioning of the program. Understanding memory management is crucial for effective assembly programming.