Learning goal: Fix the field-evaluation budget and compare first-order Euler with second-order midpoint. Smoothness supports the expected order; corners can reduce it.

Euler error= midpoint error= Ratio =

Midpoint uses two field evaluations per step, so equal NFE gives half as many steps as Euler. It can still be more accurate on smooth problems; corners can reduce the order.