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Paper

SPIN: Structural LLM Planning via Iterative Navigation for Industrial Tasks

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AI summary

arXiv:2605. 14051v1 Announce Type: new Abstract: Industrial LLM agent systems often separate planning from execution, yet LLM planners frequently produce structurally invalid or unnecessarily long workflows, leading to brittle failures and avoidable tool and API cost.