A new framework called Entropy Surfing has been developed for time-aware symbolic prediction.The framework utilizes fractal structure, golden ratio memory, and harmonic feedback for recursive forecasting.Entropy Surfing aims to flow with data noise instead of forcing order onto it.The approach doesn't provide certainty but offers synchronization and flexibility for different domains.