# Verification and Self-Improvement in Agentic AI: Foundations and Limits

> 全文为英语

**Published:** 2026年10月9日
**Author:** Chien-Ping Lu
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/verification-and-self-improvement-in-agentic-ai-foundations-and-limits

Agentic AI systems can improve by searching longer, receiving additional support, or modifying how they propose and verify outputs. A performance score does not distinguish these mechanisms. We compare these changes through bounded verification with hidden terminal randomness. A…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.10611)

**标签：** #arXiv

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