Portfolio
Systems, research, and things that work.
A portfolio of difficult problems made inspectable—from agent architecture and cybersecurity research to the infrastructure beneath them.
Each case study follows the problem, constraints, approach, architecture, outcomes, and next questions.
1 project
| Project | Kind | Status | Role | Technologies |
|---|---|---|---|---|
| Deepfake detection across generations: MesoNet to ViT | research | complete | Co-author; MesoInception4 and CBAM models, the 17-run ablation, cross-dataset evaluation, and diffusion dataset assembly | PyTorch, MesoNet / MesoInception4, CBAM attention with Grad-CAM, Xception and ViT-B/16 fine-tuning, LVNet two-stream model, MTCNN face cropping, FaceForensics++, Celeb-DF v2, DiFF, DeepFakeFace |