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CriNet transforms scam detection from reactive to real-time. Instead of filing a complaint after losing money, victims get warned during the call itself. The system can be deployed as a background service on any Android phone, acting as an always-on scam shield for vulnerable users — elderly parents, children, anyone who might not recognize a scam in progress. Demo Flow 1. Open the CriNet dashboard on a phone browser (/app) 2. Trigger an outbound call via API: POST /call/start with scammer and victim numbers 3. Scammer answers → victim's phone rings → call is bridged 4. Scammer reads a script: "Sir, I need your OTP to verify your account..." 5. Gemini detects the OTP request pattern → fires flag_scam_alert 6. Phone screen flashes red, vibrates, shows: OTP REQUEST — 97% confidence — "Caller requested OTP for account verification"