In May 2025, Jacob Kornblum refactored the Wikipedia search functionality within the NVIDIA/NeMo-Agent-Toolkit repository, extracting it into a dedicated Python module to improve maintainability and modularity. By reorganizing the code, Jacob ensured the search tool was properly registered and easily discoverable within the AIQ Toolkit, streamlining both user access and future enhancements. His approach emphasized code organization and refactoring, facilitating more effective testing and supporting long-term scalability. Although the work focused on a single feature, it addressed core architectural concerns, laying a foundation for cleaner integration and faster iteration on related tools within the project’s evolving codebase.