AI models require a virtual machine-like framework to enhance their integration into software systems, ensuring security, isolation, and extensibility. Drawing parallels to the Java Virtual Machine, the proposed AI Model Virtual Machine (VM) would allow for a standardized environment that promotes interoperability and reduces complexity in AI applications.