We propose SAGE, an agent-based environment monitoring and control system based on computation logic. SAGE uses forward chaining deductive inference to map low level sensor data to high level events, multi-agent abductive reasoning to provide possible explanations for these events, and teleo-reactive programming to react to these explanations, e.g. to gather extra information to check abduced hypotheses. The system is embedded in a publish/subscribe architecture.