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

**Published:** October 9, 2026
**Author:** Chien-Ping Lu
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.10611)

**Tags:** #arXiv

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