Predictive performance optimizer using telemetry data.

Monitors system performance patterns and predictively optimizes:

• Cache warming based on usage patterns
• Buffer pre-allocation for anticipated operations
• Rendering pipeline optimization based on workload
• Adaptive cache sizing based on memory pressure

Uses machine learning-inspired techniques:

• Pattern recognition for operation sequences
• Predictive pre-fetching
• Adaptive thresholds
• Workload classification