---
id: 20260317-T0-15
title: "AgentFuel为时序数据分析代理生成可定制评估"
title_en: "AgentFuel Generates Customizable Evals for Time-Series Agents"
url: https://ai.daily.yangsir.net/daily/20260317-T0-15
issue_date: 2026-03-17
publish_date: 2026-03-16T04:00:00.000Z
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2603.12483
---

# AgentFuel为时序数据分析代理生成可定制评估

arXiv论文介绍AgentFuel工具，专为时序数据分析代理设计的评估生成器。该工具能根据特定领域需求自动生成交互式评估用例，覆盖IoT、可观测性、电信、网络安全等领域。测试显示，使用AgentFuel生成的评估可发现代理85%的隐藏缺陷，比手动设计评估效率提升10倍。

## English Version

**AgentFuel Generates Customizable Evals for Time-Series Agents**

arXiv paper introduces AgentFuel, an eval generator for time-series data analysis agents. Auto-creates interactive test cases for IoT, observability, telecom, cybersecurity domains. Tests show it detects 85% hidden agent defects, 10x faster than manual eval design.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2603.12483)

**详情页**：https://ai.daily.yangsir.net/daily/20260317-T0-15

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