PathoSage introduces a novel framework for enhancing decision-making in computational pathology by separating knowledge retrieval, evidence collection, and adjudication. This approach aims to reduce errors and improve reliability in pathology assessments, outperforming existing models in mitigating hallucinations and disagreements.