AIM Framework glossary

Bayesian Updating

Canonical definition

Bayesian Updating is the rule under which probability mass is redistributed across the Hypothesis Space H\mathcal{H} in response to incoming evidence and the current Interference Term, such that posterior probabilities are computed from priors and likelihoods, and each posterior becomes the prior for subsequent updating cycles. The rule is run by Ground-Resolution, the evaluative operation of Conscious Cognition. Bayesian Updating is content-agnostic: it operates identically regardless of the accuracy, quality, or crisis-potential of the Hypotheses being processed, which is why it can produce either truth-discovery (when H is present in H\mathcal{H} with non-zero amplitude and doubt is sustained) or Confabulation Cascades (when H is absent from or dominated within H\mathcal{H} and doubt has decohered). It is stated canonically in Axiom 8 (Bayesian Belief Dynamics) and is the machinery presupposed by the Confabulation Rationality Lemma and the Bayesian Architecture of Mimetic Crisis.

Explanation

Bayesian Updating is the rule your thinking engine uses to change its mind. You start with how plausible you currently find each explanation on your list (priors), you take in evidence, and the engine shifts weight toward the explanations the evidence fits best and away from the ones it contradicts. The updated weights then become the starting point for the next round. Two features matter: the engine does not know whether the explanations it is weighing are good ones, so feeding it a list that excludes the right answer will still produce a confident wrong answer; and the engine applies exactly the same mathematics to Beliefs about the weather and Beliefs about which group caused your suffering. That is why the same rule that lets humans learn also lets crowds converge on scapegoats.

Epistemic status

Inherited (Axiom 8) with Framework-Specific Extensions.

Derivation

Chapter 4, Section 4.3.8; Chapter 13, Section 13.2.1; Chapter 14, Section 14.4.1; Appendix A, Section A.5.6.

Related terms