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Rendering-in-the-Loop: An Execution-Driven Agent for Interactive Web Development

arXiv · AI, language, vision and robotics · article · Sep 2, 2026 · UTC

Multimodal large language models have achieved remarkable progress in front-end web development, generating interactive webpages from multimodal references such as screenshots and interaction videos. However, existing work largely emphasizes visual metrics such as aesthetics and layout similarity, while overlooking the more critical validation of interactive functionality. We present RILA, an execution-driven agent that puts browser rendering in the loop, iteratively editing generated code from runtime interaction feedback. RILA introduces an Action Interaction Verification (AIV) module that r

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Evidence & attribution

First collected: 2026-09-21T05:51:54.566Z. This is not the publication date.