During November 2024, Derdeljan enhanced the Graph Capture System in the tenstorrent/tt-metal repository by implementing robust circular buffer tracking to improve resource management and operational visibility. Leveraging C++ and expertise in graph algorithms and memory management, Derdeljan introduced a new parameter to distinguish globally allocated circular buffers, updated core tracking functions, and revised related APIs and documentation. This work addressed lifecycle handling challenges and enabled more effective debugging and diagnostics across the capture pipeline. The depth of the contribution is reflected in the careful integration of tracking features and documentation updates, supporting both maintainability and onboarding for future development.