I independently conceptualized, designed, and developed BeforeClick end to end.
My contributions include:
Identifying the core problem of human-centered cyberattacks and defining the project vision
Designing the overall system architecture and data flow
Selecting and integrating transformer-based NLP models for multi-label phishing and scam detection
Building the backend API for real-time risk analysis and decision scoring
Developing the web-based user interface and browser extension mock
Implementing explainable AI outputs and user-focused recommendations
Designing the real-time monitoring, protection activation, and trust score features
Creating all demo visuals, architecture diagrams, and the final presentation flow
Writing all documentation and preparing the hackathon submission
This project represents a complete, individual effort from idea to implementation, with a focus on real-world impact and usability.
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