# Persistent Memory and Iterative Improvement in an LLM Agent for Chinese-Character Drawing

**Published:** October 20, 2026
**Author:** Peilin Wu, Yi-Zhuang You
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/persistent-memory-and-iterative-improvement-in-an-llm-agent-for-chinese

arXiv:2610.24090v1 Announce Type: new Abstract: Does persistent memory accumulated from previous attempts help an LLM agent solve new problems, and does memory design affect that benefit? We study programmatic Chinese-character drawing across five agent conditions attempting the…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.24090)

**Tags:** #arXiv

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