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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Chien-Ping LuOctober 9, 2026 (Oct 9)
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AI Summary & Key Takeaways

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

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