CogQA implements a dual-process theory framework for multi-hop reading comprehension at scale. It coordinates an implicit extraction module (System 1) using BERT with an explicit reasoning module (System 2) using graph neural networks to iteratively build cognitive graphs and answer questions. The system retrieves and reasons over Wikipedia documents to provide explainable reasoning paths alongside accurate answers.