Alexa avoids interrupting itself using Acoustic Echo Cancellation (AEC), which subtracts its own voice output from the microphone input. Additionally, it employs techniques like adaptive filtering to distinguish between its own voice and user input. This helps Alexa ignore its own "Alexa" prompt while still being able to respond to users accurately.