Joon discusses the advantages of implementing a long-term memory module in AI systems, emphasizing its potential to enhance reasoning by selectively retrieving relevant information. He highlights the challenge of managing distractions from irrelevant data and the innovative approach of using knowledge graphs to structure memory. This method aims to streamline the reasoning process and improve overall performance in AI agents.