# A Self-Improving Agent that Grows its Own DSL: Oracle-Free Operator Induction for Exact Question Answering

**Published:** October 16, 2026
**Author:** Yun-Shiuan Chuang, Yirou Ge, Yixi Li, Yiming Bian, Zijie Pan, Jenna L. Ballard, Uma Kona, Linsey Pang, Prakhar Mehrotra
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/a-self-improving-agent-that-grows-its-own-dsl-oracle-free-operator-induc

arXiv:2610.20809v1 Announce Type: new Abstract: A self-improving agent has to decide which new skills to keep, and in practice it keeps whatever earns a high reward, convinces a judge model, or compresses its library, even when the skill is wrong. That is fine until the answers…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.20809)

**Tags:** #arXiv

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