Using AI agents as pure reasoning and LLM engines does not just create decision debt. It compounds it. As one poorly governed decision changes the context for the next, the risk, cost, and misalignment carry forward at machine speed and scale. Decision Governance for AI Agents is the layer that stops that debt from compounding by governing the decision, context, action, and outcome across time.