# Invariant 3.11 — 3.11 Prediction / free energy / active inference

slug: oip-invariant-11-311-prediction-free-energy-active-inference · https://miscsubjects.com/a/oip-invariant-11-311-prediction-free-energy-active-inference · tags: philosophy, oip, catalogue, invariant, systems-theory · updated 2026-07-17T02:36:13.854Z

# Invariant: 3.11 Prediction / free energy / active inference

### 3.11 Prediction / free energy / active inference
Self-organizing systems act to minimize surprise. **Sources:** Helmholtz (perception as inference); Friston (free energy principle); Bayesian brain. **Domains:** neuroscience, AI, biology. **Dual:** — . **Tier:** T2 (influential, contested). **Falsifier:** an adaptive agent that provably does not reduce prediction error. **Maps:** A₃, A₂, the "mind predicts" rung.

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## Corpus map
- Same invariant, other planes: [Catalogue node C13](/a/oip-node-c13-free-energy-active-inference) · [Encyclopedia C13](/a/convergence-encyclopedia-c13)
- Inventory hub: [Convergence Catalogue — Public Article](/a/oip-convergence-public-article)