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This solution introduces a cutting-edge, closed-loop, fully automated autonomous driving test design. Its key innovation lies in transforming AI-driven exploration into permanent, reusable script assets—effectively converting high-cost AI inference into low-cost, engineered test scripts. Built upon the core design principle of “Given a URL, Return a Report,” the VRT full-stack autonomous testing architecture (dubbed the "Fire & Forget" Solution) operates as follows: upon receiving a route (URL), an intelligent agent acts as a virtual “test engineer,” autonomously executing the entire workflow—from visual perception and test planning to hybrid execution and script solidification—thereby achieving end-to-end (E2E) test coverage with zero human intervention.