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Automated GPU kernel research — compile, benchmark, optimize, repeat, honestly.
Built in Colab/VS Code, our PyTorch ResNet50 detects AI images after noise, JPEG, blur, crop and resize. We used torchvision, scikit-learn and pandas, trained on CIFAKE and SID_Set; no external API.
The best optimized GPU Kernel for a transformer layer
