"SoloForge team on Web Data UNLOCKED Hackathon Hackathon"

Team Idea

Solo builder focused on AI security and developer tools. Building fast, shipping working demos.

Team Members

Puneet Kumar

PuneetKumar1790

Submission

TrapScan — AI Agent Trap Detector

TrapScan is a browser-native AI security tool that detects adversarial web content targeting AI agents using local browser analysis and Gemma 4. It identifies prompt injections, jailbreaks, hidden manipulation, and AI agent traps in real time.