During November 2025, this developer enhanced conversation session traceability in the coze-dev/coze-studio repository by implementing a feature that embeds a unique CozeUID identifier into the conversation flow. Using Go for backend development, they introduced the X-Aiplugin-Connector-Identifier header, allowing each session to be distinctly tracked from initiation to completion. This technical approach improved the reliability and observability of customer conversations, enabling more effective debugging and supporting future analytics. The work focused on backend integration and session management, laying a foundation for advanced session-based analytics and streamlined plugin interactions. The contribution demonstrated depth in backend systems and protocol design.