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A unified visual representation can achieve high-fidelity image reconstruction and multimodal understanding without the need for separate generative pathways.
Current coding agents falter in preserving content integrity while reconstructing UI regions, revealing critical gaps in their iterative coding capabilities.
Even top-tier MLLMs can falter dramatically in counting tasks that require complex reasoning, revealing a critical gap in multimodal intelligence.