CivicLens AI is an advanced automated smart city infrastructure management system designed for municipal authorities and citizens. It features role-based access control (RBAC) with secure mobile verification for citizens to report road hazards, computer vision (OpenCV) for automated severity triage and spread analysis, a local LLM (Gemma model) for generating bilingual urgent repair dispatch orders, a persistent SQLite database backend with audit logs, and instant FPDF generation for official municipal work order receipts.