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arXiv — cs.AI

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

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…

arXiv — cs.AIBy: Yun-Shiuan Chuang, Yirou Ge, Yixi Li, Yiming Bian, Zijie Pan, Jenna L. Ballard, Uma Kona, Linsey Pang, Prakhar MehrotraOctober 16, 2026 (4 days ago)
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  • 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…
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A Self-Improving Agent that Grows its Own DSL: Oracle-Free Operator Induction for Exact Question Answering

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