Visual generation is evolving from single-invocation generative models into agentic control processes where an LLM or VLM controller plans, selects tools, inspects intermediate outputs, revises failures, and reuses prior experience, according to a research overview. The shift enables more autonomous and adaptive image synthesis workflows.
Visual generation is evolving from generative models used through a single invocation into agentic control processes that can plan, select tools, inspect intermediate synthesized outputs, revise failures, and reuse prior experience. In most existing systems, the controller is an LLM or VLM, while vi
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