Nine 2026 papers name the amortization-vs-staleness tension in action-chunk execution horizons; none writes the objective down. Derive it and the horizon stops being task-specific — with a floor cheap inference cannot cross and a wall where no horizon is feasible.
Your robot's execution horizon is not a tuning knob. It is the solution to an equation with a wall in it.
