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Can ecosystems learn without brains?

Adrita Samanta, Hananel Hazan, Michael Levin

May 28, 2026

Researchers simulated 220,000 variations of predator-prey systems and found that simple population dynamics can exhibit classic learning signatures: habituation (reduced response to repeated stimuli), sensitization (heightened response), and discrete number learning. Strikingly, 90% of parameter combinations showed one learning pattern while its opposite was nearly absent, suggesting learning emerges from interaction strength rather than biological hardware. This implies ecosystems and any system governed by similar equations have inherent capacity for learning without memory structures or neurons.
Published as Training Ecosystems: A Computational Approach to Uncovering Learning Behavior in Unconventional Contexts arXiv:2605.30109
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