Hierarchical Reasoning Model: A Breakthrough Architecture Redefining AI Reasoning Capabilities

This article addresses a fundamental question: How can we enable AI models to perform deep reasoning like the human brain? In this era of rapid large language model development, we face a critical challenge: current AI systems have significant flaws in their reasoning capabilities. Just as the difference between human infants and adults lies in the depth of thinking, existing AI models, despite their massive parameter scales, are essentially “shallow thinkers.” The Hierarchical Reasoning Model (HRM) aims to solve this core problem. Rethinking AI Reasoning: From Surface-Level Responses to Deep Thinking The Fundamental Flaws in Current AI Reasoning When discussing …