# From tokens to tasks: Why agentic AI changes the infrastructure conversation
Arm examines how the shift from token-based language models to task-executing agentic AI systems is reshaping hardware and infrastructure requirements across the industry. The analysis highlights how autonomous AI agents performing complex operations demand different computational capabilities and architectural considerations compared to traditional large language models.
