This survey analyzes why self-improvement mechanisms for multimodal agents often fail to transfer across different scenarios. It categorizes agent evolution into a three-stage loop: experience generation, feedback acquisition, and update consolidation.
HOW THIS AFFECTS YOU
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researcherYou can identify why your agent's self-improvement might work in one task but fail in another.