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This paper presents ThyroidXAgent, a clinician-interactive agentic AI system that coordinates specialized diagnostic tools for thyroid ultrasound, storing outputs as auditable evidence records. Developed on a large multicentre dataset, it achieves strong results in nodule segmentation, benign-malignant classification, and report generation.