The challenge intensifies with agentic AI systems that autonomously retrieve data, trigger workflows, and execute decisions. Auto-improving agents, systems that refine their own behavior through feedback loops and self-directed optimization, require governance that operates continuously rather than at fixed validation checkpoints. "Every enterprise has AI running right now—tools they approved, tools they didn't, and tools they've never heard of," said Kevin Kiley, CEO of Airia. "Our MRM solution integrated ...