Simulated electrophysiological responses show onset of discriminatory neural activity much earlier after rule learning than before, due solely to learned likelihood mappings enabling retrospective inference.

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• Do human participants demonstrate the same insight dynamics predicted by active inference in the rule-learning paradigm (currently under investigation with eye tracking and crowd-sourced reaction times)?question0.769
  Empirical gap explicitly acknowledged; experiments reportedly in progress at time of writing
• fMRI showed increased right hemisphere anterior superior temporal gyrus activity for insight solutions, with EEG showing a gamma-band burst in the same region beginning 0.3s prior to insight (Jung-Beeman et al., 2004).finding0.769
  Neural correlate of insight used to support prediction about early neural activity following structure learning
• Conceptual advances in the links between machine learning and evolution now provide quantitative formalisms with which to begin to develop testable models of collective intelligence across scales.claim0.759
  Asserts that the time is ripe for formal models.
• The typical case is that neurons (or other directions in activation space) are understandable after thousands of hours of study, even when initially mysterious.claim0.759
  Author's interpretive assertion based on extensive empirical investigation, countering texture-only skepticism
• What are the neuronal mechanisms by which prior beliefs from one agent's model are received and properly implemented by a naive agent (neuronal hermeneutics)?question0.758
  Open question about inter-agent communication beyond model-space assumption
• Pretraining plays a role analogous to unlabeled experience in humans — building P_prior before semantic binding — explaining why few labeled examples sufficeclaim0.758
  Developmental analogy used to explain sample efficiency under high ρd conditions
• Neuroscience and mechanistic interpretability have not yet made enough progress to identify neural correlates marking necessary and sufficient conditions of conscious experience in both brains and neural networks.claim0.757
  Paper explicitly identifies this as a current gap requiring alternative experimental approaches
• More inference compute amplifies both reflective capacity and safety gating; the contemplative prompt resolves gating by reframing self-referential probes.claim0.756
  Interpretation of Grok 4 vs Grok 4 Fast per-koan comparison