In July 2025, Srdjan Vuckovic expanded EmitC testing coverage within the tenstorrent/tt-forge-fe repository, focusing on broadening validation across the RED model family. He extended support from ResNet models to approximately 10-15 additional RED architectures, enabling EmitC integration for all RED models and enhancing model deployment reliability. Using Python and leveraging skills in MLIR and model verification, Srdjan strengthened the repository’s testing infrastructure, reducing integration risk and improving maintainability. His work demonstrated a methodical approach to cross-model validation, ensuring that EmitC functionality was robustly tested and ready for production use across a diverse set of RED models.