Excellent work. The contractor carefully brought the stage to a stable state: the API pipeline was implemented, the aggregation logic was corrected, and regression was added to check stability. The code is structured, and revisions from the review were made quickly and accurately. Communication is at a high level, and deadlines were met. We plan to continue the collaboration.