Active Inference & CRR

Learning through coherence, rupture, and regeneration

Click shapes to explore — watch coherence build toward rupture across five developmental stages
The Agent's World
Understanding the Process
Coherence-Rupture-Regeneration Coherence
C(t) = 0.00 Ω = 1.00
Ω
C(t) = ∫L(x,τ)dτ — coherence accumulates
Stage I: Simple Forms
Agent awaiting instruction...
This agent learns through two processes: Active Inference (moment-to-moment prediction) and CRR (coherence building toward rupture). At higher stages, the shapes themselves embody CRR dynamics—self-similar patterns across scales.
Agent's Generative Model
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Click a shape to begin...
I
Stages I-III

Simple Forms: Basic shapes—circles, triangles, squares.

Compound: Nested and combined structures.

Dynamic: Spirals, fractals, flow fields.

II
Stage IV: Emergent

Shapes showing collective behavior: flocking, phase transitions, coupled oscillators.

Complexity emerges from simple rules—the hallmark of self-organization.

III
Stage V: Meta-CRR

Shapes that embody CRR itself: they accumulate internal coherence, rupture, and regenerate.

Self-similarity across scales—the agent learns patterns that mirror its own learning.

IV
The Dual Process

FEP operates moment-to-moment. CRR operates across developmental time.

Together: learning within stages, transitions between them.