Building Pakistan Notice Helper: A Small AI Tool for a Very Local Safety Problem

Pakistan Notice Helper is an AI tool developed for the Hugging Face Build Small Hackathon to address a local safety issue in Pakistan by assisting users in identifying suspicious messages that appear to come from legitimate sources like banks or government departments. Rather than determining the authenticity of messages, it functions as a triage tool, providing users with risk assessments, explanations, visible warning signs, and recommended next steps in both English and Urdu. The project emphasizes the effectiveness of small, focused AI models, with Qwen3.5 4B chosen for its balance of quality, speed, cost, and feasibility over larger models. The tool is designed to be a practical, local solution, helping users recognize red flags and avoid potentially fraudulent actions. Future improvements aim to introduce a verification workflow to further assist users in distinguishing between genuine and fraudulent messages. The project highlights the power of small AI models when applied to narrowly defined, specific problems, providing a useful service to its target audience while acknowledging its limitations.

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