The paper proposes Last-Chance Policy Identification (LCPI) and Risk-Budgeted Compatibility Planning (RBCP) for agents to handle irreversible resource depletion. LCPI formalizes a principle to distinguish or homogenize fault models through agent actions, while RBCP searches a compatibility-aware frontier under a hard failure constraint.