https://www.seerror.com/research.html Open-access technical reports from Seerror Technologies, Bengaluru. On-device AI, scam prevention, and safety evaluation. en-in https://www.seerror.com/research/seerie-offline-scam-prevention.html https://www.seerror.com/research/seerie-offline-scam-prevention.html Fri, 02 Oct 2026 00:00:00 +0000 Jay Tiwari seerrorworks@gmail.com (Jay Tiwari) Offline 1.7B scam-prevention assistant for India. Published on Zenodo (10.5281/zenodo.23110076). Manual audit 82.9% safe on 70 prompts. Automatic harness 90%, Cohen's kappa 0.10.