The concept of Neural Physics is extremely alien, even to the Forerunners. Remember that the Precursors reached the theoretical ceiling for technological advancement. There's no where else for them to go in terms of technology. My interpretation is that the Precursors use Neural Physics thought-stuffs to bind their constructs and architecture together, effectively making them invincible unless a way is found to break the neural bonds.