During November 2025, Ruskaruma enhanced the openai/openai-agents-python repository by implementing a realtime event system improvement focused on backend development and event-driven architecture. Ruskaruma added the inclusion of tool arguments in both RealtimeToolStart and RealtimeToolEnd events, enabling more detailed debugging, monitoring, and operational visibility for tool invocations. The work was carried out in Python, with comprehensive updates to the test suite to ensure correct propagation of tool arguments throughout the event lifecycle. No regressions were observed, reflecting careful attention to testing and code quality. This feature deepened observability and operational insight without introducing instability or breaking existing workflows.