The discussion focuses on the physics of Newton's Cradle, emphasizing the conservation of momentum and energy. When one ball is released, two balls at the end do not swing at half the original speed due to the nature of elastic collisions and energy conservation. The steel balls used are highly elastic, minimizing energy loss, which is crucial for the system's efficiency. The kinetic energy of the moving balls is analyzed, revealing that two balls moving at half the speed would not maintain the same energy as one ball at full speed. Overall, the conversation highlights the complexities of energy and momentum conservation in Newton's Cradle.