During November 2025, Supermaskv focused on stabilizing inference parameter handling for the nndeploy/nndeploy repository. They addressed a critical issue in the C++ codebase by refining the JSON deserialization process, switching from using Size() to MemberCount() for determining JSON object sizes. This technical adjustment ensured that the inference pipeline could reliably process parameter data without encountering process crashes, directly improving production stability. Supermaskv’s work centered on C++ development and robust JSON handling, demonstrating careful attention to error prevention and system reliability. Although the period involved only one bug fix, the solution addressed a deep reliability concern in the inference workflow.