Industrial Agentic AI: arXiv preprint surveys LLM-driven agents for smart manufacturing
The new arXiv preprint (arXiv:2610.26941v1) presents a systematic overview of LLM-driven industrial agents, analyzing five key challenges, defining core characteristics, and proposing a unified taxonomy of application scenarios, embodiment forms, and five capability levels. The paper also proposes a four-layer system architecture detailing modules and mechanisms for closed-loop task execution and reviews representative applications across the industrial lifecycle while outlining future research directions.