cs.AI

How to Interpret Agent Behavior

arXiv:2605.13625v1 Announce Type: new
Abstract: Autonomous agents such as Claude Code and Codex now operate for hours or even days. Understanding their runtime behavior has become critical for downstream tasks such as diagnosing inefficiencies, fixing…

cs.AI, cs.LG

Harnessing Agentic Evolution

arXiv:2605.13821v1 Announce Type: new
Abstract: Agentic evolution has emerged as a powerful paradigm for improving programs, workflows, and scientific solutions by iteratively generating candidates, evaluating them, and using feedback to guide future …

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