Are you sure? Have you read through enough literature on GNNs? Transformers are GNNs with attention message passing and positional embeddings. GNNs have also been *mathematically proven * to be dynamic programmers and to *align with algorithmic reasoning*. So tell me again how LLMs aren't capable of performing reasoning to be intelligent.