Design an Autonomous Testing Agent

Design an agent that autonomously explores a web application, generates test cases, executes them, identifies bugs, and files detailed bug reports. The agent should understand the application's UI structure, reason about expected behavior, handle dynamic content, and prioritize testing paths based on risk.