I’m beginning to piece together this project.

Generative AI and Large Language Models (LLMs) back to machine learning (ML):

This study positions welding as a test case for the application of AI-assisted instructional systems, leveraging machine learning, generative AI, and large language models to provide adaptive feedback and personalized training. By integrating these technologies into welding education, the project establishes a broader research agenda around adaptive learning in skilled trades. The outcomes are intended not only to enhance trainee performance in welding but also to lay a foundation for future innovation in STEM workforce education, where AI-driven systems can support scalable, individualized learning across technical domains.

Welding Data

I am excited to announce that I have been awarded an U.S. NATIONAL SCIENCE FOUNDATION

Award NumberU.S. NATIONAL SCIENCE FOUNDATION (FAIN): 2555705
Award Instrument: Standard Grant
Award Date: 08/11/2026 
Award Period of Performance:   Start Date: 10/01/2026     End Date: 09/30/2029
Project Title: Artificial Intelligence-Assisted Innovations in Welding Education