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- Transitioned audio recognition in audioRecognition service from Audd API to AcoustID, leveraging audio fingerprinting instead of direct audio file analysis. - Created acoustidApiErrorHandler for modular error handling within the audioRecognition service. - Developed a retry mechanism for axios requests in the retryAxios service to enhance robustness. - Added dependencies on fpcalc and chromaprint to generate audio fingerprints, now required to be installed and set in the system PATH for Windows environments.