Continuous Interaction Calibration This adaptive framework improves usability, continuity, and interaction efficiency across all experience layers. Predictive Engagement Logic Each operational layer contributes independently while remaining aligned with the broader coordination environment. Predictive engagement systems. Enhance adaptability. Su