This paper has been published in Computer Methods and Programs in Biomedicine (2025). It introduces a deep-learning approach that enforces anatomical symmetry to reconstruct missing skull regions automatically, producing plausible implant candidates with minimal manual input. The symmetry-aware model simplifies the CAD modeling step and accelerates the path from imaging to implant-ready designs.