Developed instrumentation enhancements for the GetStream/Vision-Agents repository by introducing X-User-Agent and X-Request-Id headers to Inworld TTS requests, focusing on improving traceability and debugging throughout the TTS workflow. Leveraged Python to implement these API development features with careful attention to error handling and logging, ensuring minimal disruption to existing code. The approach enabled more efficient root-cause analysis and positioned the team to gather future analytics on TTS request performance. All changes were code reviewed and merged in alignment with engineering standards, laying a foundation for improved observability and reliability in the team’s text-to-speech infrastructure.