The concept of Ecology of Physically Embedded Intelligent Systems, or PEIS-Ecology, combines insights from the fields of ubiquitous robotics and ambient intelligence to provide a new solution to building intelligent robots in the service of people. In this note I introduce this concept, summarize its main technological aspects, and speculate on its potential impact for space exploration.