A Dynamical Systems Framework Validated by Bacterial Evolution Data

Angelito Malicse proposes three universal laws—Karma (system integrity), Balance, and Feedback Loop—as foundational principles governing complexity from cosmology to biology. This paper formalizes these into a predictive dynamical systems model, simulates evolutionary shifts toward symbiosis, and validates predictions against real-world datasets, particularly bacterial gene gain/loss and horizontal gene transfer (HGT) rates. Results show strong mechanistic alignment, supporting the framework’s utility as a heuristic for adaptive evolution.