A new study on arXiv addresses the transparency gap in automated planning for safety-critical domains. The research focuses on generating explanations for hybrid systems used in energy grids and robotics. It seeks to replace opaque decision-making with interpretable logic. This framework helps practitioners verify autonomous actions in high-stakes environments where failure carries severe risks.