Query complexity scaling from multiplicative to additive now unlocks more efficient modelling of complex physical systems. A new algorithm achieves a computational cost of O(αT + log(1/ε)), contrasting sharply with previous methods where simulation time increased proportionally with desired accuracy. This advance promises substantial gains in long-term simulations across materials science, chemistry and fundamental physics.