/projects
Research & Publications
A Domain Shift Evaluation Protocol for Fake Satellite Image Detection: CNN Superiority and the Enhanced Model Paradox
Accepted: IEEE International Conference on Artificial Intelligence for Cybersecurity (ICAIC), Houston, 2026
- Proposed a domain-shift evaluation protocol addressing failures of lab-trained detectors in real-world deployment
- Demonstrated CNN robustness and generalization failures in Vision Transformer and CLIP-based models
- Formalized the Enhanced Model Paradox and filed a patent pending
Quad-Stream Deepfake Detection: Combining Spatial and Frequency Domain Analysis for Robust Video Authentication
Accepted: IEEE ICAIC, Houston, 2026
- Proposed a quad-stream architecture across spatial and frequency cues
- Improved robustness of video deepfake detection under real-world domain shift
GAN-Based Detection of Synthetically Generated Satellite Imagery
Accepted: MIT IEEE Undergraduate Research Technology Conference (URTC), 2025 | To be published in IEEE Xplore
- Conducted geospatial deepfake detection using 700,000+ real and synthetic satellite images
- Presented at the ESRI International User Conference and recognized by Jack Dangermond
- Invited to present at King's College, University of Cambridge before Nobel Laureate Thomas Cech
/entrepreneurship
Entrepreneurship
Founder; Lead Developer | DeepTrust (AITruthCheck / FakeCheck) | August 2024 - Present
- Built a multi-modal trust and safety platform for synthetic video, audio, image, and satellite media
- Integrated peer-reviewed IEEE research into deployable systems; patent pending
Co-Founder; Lead Developer | Atremo Streetwear (now Hathor) | February 2022 - Present
Built and scaled a Gen-Z streetwear brand with 1,000+ products sold while leading branding, design, and full-stack e-commerce development.
/authorship
Authorship
Author | Tech Demystified Series | January 2024 - Present
- Published Cybersecurity Demystified, adopted by the Silicon Valley Education Foundation
- Used across 35 districts serving 5,000+ students
- Partnering with high schools including Enochs High School cybersecurity program and the Magnolia Cybersecurity Institute