This update introduces a new hydrogen cloud simulation and significantly optimizes the energy diagnostics pipeline in Python. The diagnostic scripts now use parallelized, blockwise matrix operations for potential energy calculations, moving away from slow iterative approaches. This change improves processing efficiency for large datasets.