Adaptive performance optimizer that responds to real-world usage patterns.

This module implements production-ready optimizations based on telemetry data:

• Dynamic resource allocation based on workload patterns
• Adaptive cache tuning with machine learning principles
• Performance threshold adjustment based on historical data
• Predictive scaling for high-load scenarios
• Memory pressure management with intelligent eviction