During November 2024, Ben Ghaem integrated Param benchmarking with Geordi in the facebookresearch/param repository, focusing on early performance validation and observability. He developed a new environment using Python that leverages the param benchmarker, enabling profiling traces to be uploaded to Manifold or exported locally if not configured. This integration established a foundation for scalable benchmarking workflows and allowed Param to be tested ahead of the dataswarm pipeline, supporting data-driven performance tuning. Ben’s work emphasized benchmarking, performance profiling, and system integration, providing a robust starting point for future enhancements in cross-environment observability and performance assessment within the project.