Developed enhancements to the benchmarking framework for nhcal detector simulations in the eic/detector_benchmarks repository, focusing on standardizing performance evaluation and streamlining validation cycles. The work introduced configurable benchmarks, improved data processing pipelines, and new histogram-based analysis routines to assess energy resolution and particle interactions. Leveraging C++ and ROOT, the developer integrated new YAML-based configurations and analysis functions, enabling more transparent and reproducible benchmarking workflows. These updates provided clearer guidance for detector optimization and improved traceability to project issues. The approach emphasized maintainable code and robust data analysis, supporting ongoing detector simulation efforts without introducing new bug fixes during the period.