Author

Linsey Pang

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#artificial intelligence Preprint Oct 2026

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

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 have to be exactly right: over a table of transactions, a total is either right or wrong....

Yun-Shiuan Chuang, Yi-Rou Ge, Yi-Xi Li et al. · 0 citations

#machine learning Preprint Aug 2026

CatchBench: When Can an Agent Failure Be Caught?

CatchBench puts one auditor's question to three information states: the declared configuration before a run (PRE), a growing prefix of its trace (LIVE), and the finished trace (POST), which none scores all three under one task-method interface.

Yue Zhao, Meng-Yuan Li, Ruo-Lin Li et al. · 4 citations · ⚡1