---
id: 20260517-T0-03
title: "SPIN让工业Agent生成的计划结构合法、更短且更省API成本"
title_en: "SPIN Generates Structurally Valid, Shorter Plans for Industrial Agents"
url: https://ai.daily.yangsir.net/daily/20260517-T0-03
issue_date: 2026-05-17
publish_date: 2026-05-16T04:00:00.000Z
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2605.14051
---

# SPIN让工业Agent生成的计划结构合法、更短且更省API成本

工业场景中LLM Agent常将规划与执行分开，但LLM规划器容易生成结构无效或过长的流程，导致执行失败和API调用浪费。SPIN（Structural LLM Planning via Iterative Navigation）通过迭代导航进行结构化规划，确保生成的计划在结构上合法且更精简。该方法减少了因计划格式错误导致的工具调用失败，同时降低不必要的API开销。

## English Version

**SPIN Generates Structurally Valid, Shorter Plans for Industrial Agents**

Industrial LLM agent systems often separate planning from execution, yet LLM planners frequently produce structurally invalid or unnecessarily long workflows, causing brittle failures and wasted API costs. SPIN uses iterative navigation for structural planning, ensuring generated plans are structurally valid and more concise. This reduces tool call failures from malformed plans and cuts unnecessary API overhead.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2605.14051)

**详情页**：https://ai.daily.yangsir.net/daily/20260517-T0-03

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