During January 2025, Joszamama focused on stabilizing the evaluation workflow for the fandango-fuzzer/fandango repository. Addressing a critical bug, Joszamama corrected the parsing logic and updated timing behavior within the Python-based evaluation pipeline, ensuring that evaluations executed for the intended duration and with the correct configuration. The work involved targeted code refactoring and the removal of an outdated requirements file, which previously caused configuration mismatches and unreliable runs. By leveraging skills in Python development and scripting, Joszamama improved the reliability and consistency of benchmarking, delivering a focused and well-documented fix that enhanced the overall stability of the evaluation process.