Library / First Principles Framework (FPF) - Core Conceptual Specification
Jump to passage
In this reading

Link to current text

Published source confirmed at last check

Source changed 2026-10-03 05:29:54 UTC · snapshot created 2026-10-03 05:30:57 UTC · last check 2026-10-03 06:20:20 UTC

F.17:12.2a - Learning is an anti-row and split prompt

A DPF or dashboard proposes one public Learning row, perhaps with LearningProgress as its value. Apply E.10.LRN first. Teaching or practice Work, a holder’s capability, a fitted model edition, an inference result, acquired information, a representation relation, cultural change, and a course or other product are independently governed values and claims. Performance, capability evidence, information gain, model fit, prediction error, compression, and representation change are likewise different progress coordinates; shared spelling does not make them one governed value, one SchemeSenseCell, or an F.9 Bridge.

F.17 therefore creates no umbrella Learning or LearningProgress row. If one recovered value later needs a durable public designation, apply F.14 and F.18 to that exact value and create at most one row for its admitted use; another recovered value receives another row only under its own gate. When the direct claim is already readable or durable reuse is absent, stop with no UTS row.