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School of Computer Science and Technology, Fudan University, Shanghai Innovative Institute, Tongji University
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Tool-calling and multi-role prompting don't make a visual generation pipeline truly agentic鈥攁utonomy fundamentally requires shifting controller authority from prompt formatting to closed-loop visual self-correction and cross-task memory.
