Authors derive three principles for resilient LLM-assisted digital twin workflows: orthogonalize structure from parameters, restrict to library component interconnections, and use density-preserving Python IR to limit hallucination accumulation.
A large language model-based manufacturing process planning approach under industry 5.0.International Journal of Production Research, 0(0):1–20, 2025
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On Integrating Resilience and Human Oversight into LLM-Assisted Modeling Workflows for Digital Twins
Authors derive three principles for resilient LLM-assisted digital twin workflows: orthogonalize structure from parameters, restrict to library component interconnections, and use density-preserving Python IR to limit hallucination accumulation.