What is the role of dual formulation in enabling kernel SVM?

Dual formulation expresses SVM in terms of dot products enabling kernel substitution.

In primal form, SVM depends on w directly. In dual form, it depends only on inner products, allowing substitution with kernel functions for nonlinear classification.