Unlike static filters (which have fixed settings), adaptive filters analyze the error between desired and actual output, then adjust their coefficients automatically. This is how noise-cancelling headphones adapt to changing environments, and how video conferencing software removes echo in real-time.
Adaptive filters are essential in live sound (feedback suppressors), telecommunications (echo cancellation), and active noise control. They are computationally intensive but increasingly common in consumer devices.