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Field notes & frames

Research posters, robotics builds, book spreads, and classrooms—organized by the same themes as the home story. Click any image to zoom in.

Lab vs. world

Research

Domain shift in satellite, video, and audio—robustness over leaderboard scores.

5 images

Presenting DeepTrust research to Conrad Challenge judges at global finals — Research

Presenting DeepTrust research to Conrad Challenge judges at global finals Research

Research poster at Conrad Challenge Finals—Top 5 global finalist — Research

Research poster at Conrad Challenge Finals—Top 5 global finalist Research

Domain shift explained—when detectors fail on unseen generators and compression — Research

Domain shift explained—when detectors fail on unseen generators and compression Research

Pitching multi-modal deepfake detection at competition and conference venues — Research

Pitching multi-modal deepfake detection at competition and conference venues Research

Patent-pending quad-stream architecture for robust video authentication — Research

Patent-pending quad-stream architecture for robust video authentication Research

Ship

Build

DeepTrust, detection tooling, and consumer brands—systems built for real failure modes.

6 images

FTC Team 14300 Animatronics—2024–25 season, programming lead & captain — Build

FTC Team 14300 Animatronics—2024–25 season, programming lead & captain Build

CAD design for the 2025–26 FTC robot build — Build

CAD design for the 2025–26 FTC robot build Build

FTC Team 14300 Animatronics—2025–26 season — Build

FTC Team 14300 Animatronics—2025–26 season Build

Team 14300 at regional FTC competition — Build

Team 14300 at regional FTC competition Build

Robotics outreach demo at Danville City Center — Build

Robotics outreach demo at Danville City Center Build

FTC Connect Award season—garage build night with Team 14300 — Build

FTC Connect Award season—garage build night with Team 14300 Build

Tech Demystified

Author

Cybersecurity, AI & deepfakes, and hardware—written for students with no prior background.

4 images

Seven-step incident response framework from Cybersecurity Demystified — Author

Seven-step incident response framework from Cybersecurity Demystified Author

How a Security Operations Center monitors and responds to threats — Author

How a Security Operations Center monitors and responds to threats Author

Tech Demystified: Cybersecurity—adopted across 35 school districts — Author

Tech Demystified: Cybersecurity—adopted across 35 school districts Author

Phishing psychology—social engineering triggers for student readers — Author

Phishing psychology—social engineering triggers for student readers Author

Pathfinding

Educate

Knowledge House, National 4-H GIS AI, ML Summer, SVEF Elevate CS—from first question to first paper.

3 images

National 4-H GIS AI outreach at Danville City Center — Educate

National 4-H GIS AI outreach at Danville City Center Educate

EmpowHER STEM fair—hands-on CS activities for younger students — Educate

EmpowHER STEM fair—hands-on CS activities for younger students Educate

Knowledge House booth at EmpowHER school outreach event — Educate

Knowledge House booth at EmpowHER school outreach event Educate

Chat with me

Hi, I'm Vaishnav

Hey — ask me anything about my research, DeepTrust, teaching, awards, or what I'm working on. Happy to chat.