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This research aims to refine the understanding of open systems by correcting prior aggregation channel classifications and deriving new equations.

July 22, 2026Open Access

The Principle of Nonuniformity The Binary Exponential Substrate, Two-Ledger Dynamics, and the Correct Classification of Aggregation Limits

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Randomized trial investigates the classification of aggregation limits in open systems, suggesting improved understanding of structural behavior.

This research aims to refine the understanding of open systems by correcting prior aggregation channel classifications and deriving new equations.
Revised the framework for open systems with a focus on the Principle of Nonuniformity.
Unified expenditures of the master equation into multiplicative form and introduced new predictive ratios.
Incorporated redundancies and corrections to available numerical structures to clarify aggregation limits.
Established a new observable scaling law with a linear relation, W/Ū = a + b·μ_ren + c·f_shock.
Redefined the Red-Queen number resulting in a new prediction for recovery rates.
Clarified the role of extreme-value readouts by applying specific guardrails and mathematical criteria.

Qinfu Li (2026) studied this question.

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Randomized trial investigates the classification of aggregation limits in open systems, suggesting improved understanding of structural behavior.