This paper focuses on a human-like agent model that describes how in high load tasks physiological effort relate to exhaustion and feeling fatigue, and this is used as a form of monitoring the agent's remaining resources. More specifically, it is addressed how based on such an agent model anticipatory model-based decision making can take place in order to obtain an appropriate distribution of effort over time. © 2011 The authors and IOS Press. All rights reserved