Learning
Learning therefore emerges from the repeated encounter between expectation and reality rather than from unbounded model inference.
Specification-sourced: quoted from the governing specification, pending the applicable specification-owner approvals. The specification controls.
In plain words
Learning closes the loop: Outcomes and Biography update the context from which future Intent begins. A learned pattern does not become truth by being inferred; it changes canonical state only after the appropriate validation and acceptance boundary is crossed.