Sriram Jasti. “Multimodal Data Empathy Layers: Contract-Centric Governance, Quality Semantics, and Engineering Principles for Heterogeneous Data Integration Pipelines”. International Journal of Computer Information Systems and Industrial Management Applications, vol. 18, no. 23s, Sept. 2026, pp. 1637-48, doi:10.70917/ijcisim-2026-5718.