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Teng-Hsien Ko

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Review Sep 2026

Human-AI Collaboration for Multi-Line Task Adjustment Using Local Large Language Models and a Digital Twin

Automation systems must adapt to changing tasks, equipment states, and staffing conditions while providing evidence for human review. This study presents a multi-line task-adjustment system integrating a local large language model, a digital twin, and human decision-making. A Propose-Verify-Decide workflow translates o...

Teng-Hsien Ko, Chin-Te Lin · 0 citations

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