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Research questionHow can LLMs adapt coupled retail supply-chain pipelines when changing requirements have multiple routes with different downstream effects?A new operational requirement may be satisfied by changing different modules in a coupled decision pipeline, with each route affecting downstream outcomes differently. The adaptation must preserve admissibility and end-to-end operational performance.
AI
AI Agents
Business
Multi-agent Systems
Latest papersRecent research connected to this question, newest first.Adapting to Evolving Requirements: Agentic AI for Retail Supply Chain OperationsThe evidence concerns retail warehouse operations and 100 requirements elicited from practitioner interviews with a large retail partner. It evaluates GPT, Qwen, and DeepSeek base LLMs by comparing direct reformulation with the proposed framework using correctness and end-to-end success; broader settings are not established.research paper · Sep 3, 2026
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