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- Created ProactiveScaler class for proactive resource management - Implemented continuous background monitoring with configurable intervals - Added pre-flight resource checks before operations - Implemented graceful degradation cascades with stabilization periods - Added trend analysis for predictive scaling decisions - Included hysteresis to prevent model switching thrashing - Provided callbacks for integration with ModelManager - Thread-safe implementation with proper shutdown handling