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UI2App presents a benchmark for evaluating vision-language models on generating executable web applications from UI screenshots, focusing on interaction inference beyond visual fidelity, and finds significant gaps in current models' ability to infer complete interaction behavior.
TDDev automates test-driven development for web application generation by integrating requirement analysis, browser-based validation, and structured repair, improving code quality by 34-48 percentage points over baselines and reducing human intervention to zero.