Agonist and antagonist muscles are pairs of muscles that work in opposition to control joint movement, where the agonist muscle contracts to produce movement and the antagonist muscle relaxes to allow the movement. This coordinated action is crucial for smooth and controlled movements, preventing muscle imbalances and joint injuries.