A two-stage retrieval-augmented generation framework for producing sustainable product design guidelines

Written by Pingfei Jiang, Ji Han and Saeema Ahmed-Kristensen Design is fundamental to product development and is widely recognised as a key driver for supporting the transition to a circular economy. As a problem-solving process, design relies heavily on knowledge retrieval and generation. Large language models (LLMs), such as ChatGPT, have demonstrated substantial capabilities in […]