@gracemllrkq
Modern cycles are sometimes shorter or distorted by new products (spot ETFs, liquid staking derivatives) that change supply dynamics and reduce volatility. Because Pi Cycle was calibrated on historical BTC halving-based rhythms, evaluate whether current supply sinks or demand shocks meaningfully alter expected cycle length. If supply-demand mechanics have shifted, consider adjusting the indicator's moving-average windows or blending it with macro liquidity metrics for better timeliness.
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