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Language Signals
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ASI-1 Guidance
Second pass reasoningWhy This Fits The Hackathon
Meaningful ASI-1 Usage
The app does more than generic chat. It uses schema-constrained extraction for a machine-readable scam report and then uses that report as context for a second ASI-1 reasoning pass.
Built For Bharat
The prompts are tuned for UPI fraud, KYC scams, parcel scams, fake job messages, and impersonation patterns that affect Indian users every day.
Submission Ready
Single-command run, no external frontend framework, clear README, and an obvious ASI-1 integration path for judges to inspect in the source.