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

arXiv:2610.10611v2 Announce Type: replace Abstract: A self-improving agent can find accepted solutions more often without expanding the tasks its verification interface can accept. We extend task-relative verification with explicit support and transcript inter