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. They added support for including tool arguments in RealtimeToolStart and RealtimeToolEnd events, enabling more detailed debugging and operational monitoring. The work was carried out in Python, with careful attention to testing to ensure that tool arguments were correctly propagated through the event system. No regressions were observed in the test suite, reflecting a disciplined approach to code quality. This targeted feature deepened observability and provided richer context for developers monitoring tool invocations in production environments.