A new vision-based tool identifies safety warnings and public notices in Pakistan. The developer used Hugging Face to build a specialized classifier for local signage. This project demonstrates how small, targeted datasets solve niche regional problems. Practitioners can now deploy lightweight models for highly localized visual recognition tasks.