GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation

GenEvolve is a self-evolving image generation agent framework that models each generation attempt as a tool-orchestrated trajectory, distilling visual experience to improve tool use over time. It targets complex, multi-step generation tasks beyond single prompt-to-image calls. Relevant to agentic AI pipelines combining generative models with external tools, though benchmark results are not included in the excerpt.