This episode introduce the Hierarchical Reasoning Model (HRM), a novel AI architecture developed by Sapient Intelligence, which draws inspiration from the human brain's hierarchical and multi-timescale information processing. HRM aims to overcome the limitations of current Large Language Models (LLMs) that rely on Chain-of-Thought (CoT) techniques, which are described as inefficient and data-intensive.