This document presents Orchestrator, an active resource orchestration framework designed for a pan-scale, sensor-rich mobile computing platform, enabling support for context-aware applications despite scarce resources. It addresses the challenges of simultaneous application operations and resource contention by coordinating resource use actively and preparing alternative plans based on real-time availability. A prototype demonstrates its efficiency and effectiveness in sustaining application support and optimizing resource utilization.