The paper presents a new framework, the Intelligent Computing Architecture Model (ICAM), to address the evolving challenges in large language models as they transition into system technologies. It proposes a structured approach to unify various aspects of model-native computing, highlighting the need for a cohesive architecture amid increasing complexity in AI-driven tasks.