Innovative AI frameworks demonstrate enhanced accuracy in cancer diagnostics through medical imaging analysis. The OncoMet deep learning system predicts esophageal cancer progression by decoding complex oncogenic signaling pathways. Meanwhile, the XGBoost algorithm distinguishes primary brain tumors from lung metastases using radiomics features from MRI data. These technologies promise to refine diagnostic precision and personalized treatment planning in oncology.