A corrosion AI system adds evidence graphs to mechanistic reasoning
An arXiv preprint presents a retrieval-augmented AI framework for explaining corrosion mechanisms, not just predicting corrosion rates. The system combines fine-tuned open-weight models with a proposition-graph method intended to detect unsupported causal reasoning.