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SkillRefine: Cross-Source Skill Induction and Execution Validation for LLM Agents in Refinery Planning Software
Operating industrial planning software such as AspenTech PIMS (Process Industry Modeling System) requires an LLM agent to combine structural knowledge, procedural knowledge from expert records, and constraints revealed only during execution. These evidence sources are heterogeneous and individually
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