ManimAgent: Self-Evolving Multimodal Agents for Visual Education.

arXiv:2606.30296v3 Announce Type: replace Abstract: Multi-round reflection lets agents built on large language models recover from failures within a single task, but each task remains an isolated episode: lessons learned across many reflection rounds on one ta