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Debug Dynasty

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Debug Dynasty — Demo video

Rasta : “Pause. Verify. Proceed.” is a mobile-first, English / Roman Urdu scam-safety prototype for Pakistani WhatsApp users receiving suspicious requests for money or login verification codes. The problem is decision pressure: a supposed relative using a new number asks for urgent money, or a supposed bank representative requests a login code. Rasta helps users examine the message and choose a calmer next step. The application implements a local Meta Llama analysis path through Ollama, with structured assessments containing observed facts, quoted warning signals, uncertainty, recommended actions, and a suggested reply. A separately labeled mock mode supports demonstrations with predefined assessments. Its proposed distinction is the workflow after assessment. Family Verification guides users to contact the person through a previously known, independent channel, records what the user confirms, and provides a printable advisory incident record. Demonstration messages are synthetic. The prototype is text-only and provides safety guidance not guaranteed fraud detection, payment blocking, or automatic identity verification.Live inference was tested locally using Meta Llama llama3.2:3b through Ollama on a Windows PC. Demonstration inputs are synthetic, while live-mode assessments are generated by the running model. Broader safety accuracy and Roman Urdu quality have not yet been formally evaluated.

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