During December 2024, work focused on enhancing the google/clusterfuzz repository by implementing environment-driven selection of fastboot binaries to improve emulator and test workflows. Using Python for backend development and system configuration, the update modified the get_fastboot_path function to respect the FASTBOOT environment variable, allowing custom binaries to be specified for different environments. If the variable is unset, the function defaults to the standard resources directory, preserving existing behavior. This approach increased configurability and reliability in continuous integration and emulator scenarios, reducing path-related inconsistencies and supporting more reproducible test runs. No major bug fixes were recorded during this period.