For the Hugging Face Build Small Hackathon, the author built Pakistan Notice Helper, a safety AI tool that analyzes suspicious messages in Pakistan. It accepts text or screenshots and returns a risk label, red flags, and safe next steps. The production model is Qwen3.5 4B Q8 through llama.cpp.
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Why Consumer AI Agents Need Runtime Security, Not Just Governance
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