The Screenshot-to-Test Generator

 Build a visual testing generator that accepts screenshots, page URLs, design references, and available frontend source code. Identify visible interface elements, probable user interactions, navigation targets, layout constraints, and important UI states. Generate browser test scenarios for navigation, forms, validation messages, dialogs, responsive layouts, and visual regressions. Where execution is available, run tests against an authorized test environment and compare screenshots across viewport sizes. Report which behaviors were actually verified, which were inferred from images, and which require human confirmation.