Counterfactual reasoning allows researchers to test the consistency of guiding principles without conducting dangerous real-world experiments. LessWrong argues that dismissing hypothetical scenarios as unrealistic stalls critical ethical analysis. This cognitive machinery enables practitioners to predict model behavior in edge cases. Without these thought experiments, AI safety frameworks lack the precision needed for risk mitigation.