The debate supports carrying forward whether debate-structured causal reasoning improves calibration over direct LLM baselines only if a proximal endpoint changes before the late outcome. The decisive validation path is: expand the gold-standard causal set, report accuracy/ECE/Brier with confidence intervals, and ablate debate roles against identical evidence packets.