No Middleman
When you write code in Python or Java, you are talking to a translator. The translator changes your words into signals the computer can understand. This takes time.
Assembly is different. It has no middleman. You are giving orders directly to the computer's physical hardware. This makes it incredibly fast, but you must tell the computer exactly how to do every tiny step.