{"type":"video","version":"1.0","html":"<iframe src=\"https://www.loom.com/embed/c32d125c6cd740129b695fb41dc4f6e8\" frameborder=\"0\" width=\"798\" height=\"598\" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>","height":598,"width":798,"provider_name":"Loom","provider_url":"https://www.loom.com","thumbnail_height":598,"thumbnail_width":798,"thumbnail_url":"https://cdn.loom.com/sessions/thumbnails/c32d125c6cd740129b695fb41dc4f6e8-639883c89c0145ef.gif","duration":196.9664,"title":"UMBC Hackathon - Email Security Dashboard - Google Chrome - 28 September 2025","description":"Problem & Solution\n\nPhishing detection is automated with AI using a Retrieval-Augmented Generation (RAG) pipeline.\n\nLarge corpus of 100K+ labeled phishing links ensures high-accuracy comparisons.\n\nData Privacy & Security\n\nAutomatic redaction of personally identifiable information (PII) before sending anything to OpenAI or external models.\n\nMaintains compliance and protects user data.\n\nHuman-in-the-Loop\n\nWhen confidence is low, flagged emails go to a human reviewer for final decision.\n\nSupports sending automatic block/alert emails or ignoring safely.\n\nUser Experience\n\nGmail integration: emails flagged in real-time.\n\nClear UI to block, alert, or ignore suspicious messages.\n\nHistory management: delete or keep flagged cases for later review.\n\nAI Training & Continuous Improvement\n\nNearest neighbor search compares only against phishing-labeled data for precision.\n\nIncludes CTR trainer and cybersecurity chatbot for user education and adaptive defense.\n\nImpact\n\nAutomates tedious phishing detection at scale.\n\nIncreases accuracy, reduces false positives, and speeds up response.\n\nProtects users while keeping them in control."}