Developed a Python-based sound signal detection system for the ArcturusNavigation/all_seaing_vehicle repository, focusing on automating competition alert handling. The solution leveraged Python programming and audio processing techniques to monitor audio streams, detect specific alert frequencies, and count the number of signal blasts. By integrating signal detection logic, the system enabled automated actions in response to recognized patterns, reducing latency between detection and response. The implementation emphasized traceability and reproducibility through a clear commit history and dedicated codebase. No major bugs were reported during the initial deployment, and ongoing monitoring was established to ensure continued reliability and performance of the feature.