Inferia Vision Runtime (IVR) is a runtime orchestration framework for adaptive AI perception. Rather than treating inference as a fixed pipeline, IVR models vision execution as a sequential decision-making problem, enabling reinforcement learning agents to dynamically orchestrate models, runtime configurations, and hardware resources according to scene complexity and deployment constraints.