Snehal Inusa focused on backend development and debugging for the NVIDIA/garak repository, where they addressed a critical issue in the Atkgen probe’s verbose output. Using Python, Snehal fixed the output to accurately display conversation turns, resolving a bug that previously hindered debugging clarity. To ensure ongoing reliability, they implemented automated verification tests, enhancing regression coverage and safeguarding against future issues. Their approach emphasized thorough testing and traceability, with all changes documented for auditability. While the work did not involve new feature development, Snehal’s targeted bug fix and robust test coverage improved the debugging process and reinforced user trust in the tool.