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A beautiful loop: An active inference theory of consciousness

by Ruben Laukkonen, Karl Friston and Shamil ChandariaPsyArXivpublished

Hraness wrote this summary from a saved copy of the source. Quotations are taken word for word from the source.

gist

Ruben Laukkonen, Karl Friston and Shamil Chandaria argue that active inference yields consciousness when a world model recursively knows itself. Their Beautiful Loop Theory sets three conditions: a unified reality model, competition among inferences to enter it, and epistemic depth, where beliefs are shared back through the whole hierarchy. A global hyper-model that predicts precision at every layer formalizes that depth. The paper applies the account to attention, sleep, meditation and artificial intelligence. This is the accepted preprint of a 2025 Neuroscience and Biobehavioral Reviews article.

ideas

  • A simulated world model forms the epistemic field. Hierarchical precision-weighted prediction error minimization builds a model of reality that fixes what the organism can know or act upon.
  • Coherence decides what becomes conscious. Inferences compete, and those that fit with parallel and adjacent inferences while reducing long-term uncertainty get bound into experience, which the authors call Bayesian binding.
  • Epistemic depth is a recursive loop. Beliefs are shared throughout the hierarchy so the world model contains the knowledge that it exists, which the authors separate from self-consciousness.
  • A hyper-model controls precision globally. It forecasts the precision profile every layer should use, and errors on those forecasts fuse into one organism-wide signal.
  • Altered states test the theory. Minimal phenomenal experience in meditation is modeled as sharp precision on an empty world model, which reads as vivid yet contentless awareness.

quotes

“Only the inferences that coherently reduce long-term uncertainty win, evincing a selection for consciousness that we call Bayesian binding.”

Ruben Laukkonen, Karl Friston and Shamil Chandaria

“the world model contains the knowledge that it exists.”

Ruben Laukkonen, Karl Friston and Shamil Chandaria

“we must remain very cautious about building AI systems that meet the three conditions”

Ruben Laukkonen, Karl Friston and Shamil Chandaria