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Phase 03: Resource Management - Standard stack identified: psutil, pynvml, gpu-tracker - Architecture patterns documented: hybrid monitoring, tier-based management, graceful degradation - Pitfalls catalogued: GPU detection, aggressive switching, memory leaks, over-technical communication - Don't-hand-roll items listed for custom implementations - Code examples provided with official source references