Design an AI Agent Runtime Platform

Design a platform that provides the infrastructure for running, scaling, and managing AI agents in production. Consider agent lifecycle management (creation, execution, scaling, termination), resource allocation, multi-tenancy, sandboxing, observability, and how to handle heterogeneous agent types with different resource requirements.