Hannibal vs. Rome as a study in incompatible optimization — tactical genius (intelligence dominance, tempo, surprise, ambush architecture) meeting institutional resilience (indefinite war commitment), with Scipio's synthesis showing that learning from defeat is Rome's actual strategic advantage.