Multi-agent LLMs for Closed Loop Supply Chain implementation (Extended Abstract)

Sonia Sokhi, Donato Masi and George Vogiatzis

Proceedings of the AAAI Symposium Series · 2026

Abstract

This paper presents a multi -agent LLM system for closed-loop supply chain (CLSC) maturity assessment that trans-forms static capability evaluation into an interactive reason-ing-based decision support process.

Citation

Sonia Sokhi, Donato Masi and George Vogiatzis. “Multi-agent LLMs for Closed Loop Supply Chain implementation (Extended Abstract).” Proceedings of the AAAI Symposium Series, 9 (1), pp. 225–226. 2026.

@article{sokhi2026,
  title     = {Multi-agent LLMs for Closed Loop Supply Chain implementation (Extended Abstract)},
  author    = {Sonia Sokhi and Donato Masi and George Vogiatzis},
  journal   = {Proceedings of the AAAI Symposium Series},
  volume    = {9},
  pages     = {225--226},
  year      = {2026},
  doi       = {10.1609/aaaiss.v9i1.42934},
}