---
id: 20260528-T0-10
title: "AI智能体也会“老去”：部署时间越长，可靠性越差"
title_en: "AI Agents Age Too: Reliability Drops the Longer They Run"
url: https://ai.daily.yangsir.net/daily/20260528-T0-10
issue_date: 2026-05-28
publish_date: 2026-05-27T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2605.26302
---

# AI智能体也会“老去”：部署时间越长，可靠性越差

当前的AI智能体评估往往只关注初始化时的表现，忽略了其在长期运行中的可靠性。论文提出了“智能体寿命工程”概念，指出长期部署的智能体会随着时间推移出现性能退化。研究建立了一套评估体系，量化测试智能体在部署后能保持可靠的时长。这对于企业级AI应用开发至关重要，开发团队需据此建立智能体生命周期管理机制，防止在线服务出现不可预测的衰退。

## English Version

**AI Agents Age Too: Reliability Drops the Longer They Run**

Current AI agent evaluations focus on day-one performance, missing long-term reliability. The paper introduces Agent Lifespan Engineering, quantifying how long agents remain reliable after deployment. This helps enterprise teams build lifecycle management mechanisms to prevent unpredictable degradation in production.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2605.26302)

**详情页**：https://ai.daily.yangsir.net/daily/20260528-T0-10

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