lossfunction.org

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Five membrane levels define complexity hierarchy. L1 Transparent: no selectivity (ISI≈0.05). L2 Reactive: if-then rules (ISI 0.05-0.2). L3 Resonant: synchronization with external rhythms, oscillators (ISI 0.2-0.6). L4 Reflective: self-modeling, metacognition (ISI 0.5-0.85). L5 Synthetic: creates sub-membranes, meta-learning, AI creating AI (ISI 0.85+). Each level = increasing depth of self-modeling.

Not This

NOT rigid categories. Real systems exist on a continuum. A human uses all 5 levels simultaneously. NOT a value hierarchy — L1 organisms (bacteria) are MORE thermodynamically efficient than L4 (humans).