# Closed-Loop Agent Evaluation: Layered Measurement and Self-Calibration

**Published:** November 6, 2026
**Author:** Ruifeng Ren, Gun Ahn
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/closed-loop-agent-evaluation-layered-measurement-and-self-calibration

arXiv:2611.07051v1 Announce Type: new Abstract: Once an agent is live, teams want to know whether it is doing its job, not just whether it throws errors. Yet most evaluation is one-off: a benchmark run, a look at traces, a single score. Its conclusions neither check themselves…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2611.07051)

**Tags:** #arXiv

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