Abstract This paper presents the Seed Singularity Theory (SST), a novel framework proposing that a planet's axial tilt ( and the Golden Ratio ( determine critical "Seed Points" for geological and informational evolution. By employing a Lagrangian approach to information flux, we derive a quadratic stability equation: . This model yields dual solutions (nodes): a Physical Seed and an Information-Maximization Seed .Empirical validation using Earth’s axial tilt accurately predicts the Afar Triple Junction at correlates with significant entropy flux maxima and historical intelligence centers. Comparative analysis with Marsfurther validates the model, locating the Valles Marineris rift system near the predictedOur findings suggest that planetary evolution is not random but governed by a geometric-information resonance that optimizes energy distribution and structural formation.