Mind-wandering emerges as a precision inference gap: true attentional state ≠ believed attentional state; increased meta-awareness reduces gap duration.

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• Any system that exists will appear to minimize free energy and therefore engage in active inference. Furthermore, this apparently inferential or mindful behaviour is (almost) inevitable.concept0.794
  Friston's key assertion resolving the tautology: existence implies free energy minimization, making inference inevitable.
• The hallmark of mindful inference (consciousness) is the ability to represent or entertain counterfactual hypotheses within the same inference engine.claim0.794
  Proposed criterion distinguishing conscious from non-conscious inference processes
• If someone develops clear enough introspection, they will eventually conclude that thought is rendered as subtle perturbations in phenomenal fields.hypothesis0.785
  Cube Flipper's prediction about convergence of insight practice on field model.
• More inference compute amplifies both reflective capacity and safety gating; the contemplative prompt resolves gating by reframing self-referential probes.claim0.765
  Interpretation of Grok 4 vs Grok 4 Fast per-koan comparison
• Precision is the unified mechanism for attention and meta-awareness across hierarchical levels.claim0.762
  Core theoretical claim: attention = precision over sensory evidence; meta-awareness = precision over attentional states; meditation = precision modulation.
• Naive interpretation of attention patterns can be both informative and fundamentally misleading when Q-, K-, or V-composition is presentclaim0.761
  Response to the 'attention as explanation' critique; the paper provides a typology of when attention is and isn't directly interpretable
• Apparent paradoxes of self-reference are illusions produced by projecting a time-involving process into a timeless representation, and are resolved when natural time is made explicit.claim0.760
  Core theoretical move of the paper unwinding circular self-reference into a natural-time spiral.
• Self-referential processing induces a genuine state shift that transfers to unrelated behavioral domains, producing richer introspection in paradoxical reasoning tasksclaim0.759
  Claim supported by Experiment 4: prior self-referential induction yields higher self-awareness scores on paradoxical reasoning where introspection is only indirectly afforded