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Confirms adaptive scheduling logic is fully operational: - EMA smoothing (alpha=0.6) to prevent interval oscillations - Staleness-based interpolation between min/max intervals - Error penalty (0.6x per error) for faster recovery detection - Queue depth stretch (0.1x per task) for backpressure handling - ±5% jitter to prevent thundering herd effects - Per-instance state tracking for smooth transitions Task 5 of 10 complete. Scheduler foundation ready for queue-based execution.