Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 11:52:20 UTC · snapshot created 2026-10-03 11:53:41 UTC · last check 2026-10-03 13:00:08 UTC

E.10.LRN:4.2 - Grammar does not settle the route

WordingWhat it foregroundsWhat remains unresolved
“The teacher taught Mira to swim.”Teaching Work, participants, and an intended capability result.Whether Mira acquired, retained, or transferred the swimming capability; the exact causal contribution of the teaching.
“Mira learned to swim.”Ordinarily, a changed capability of Mira.Whether the route included a teacher, self-directed inquiry, practice, tool, peer, environment, or several contributors; the evidence and transfer boundary.
“Mira learned from the manual.”A source-use or inquiry route may be claimed.The exact episteme change, capability result, evidence, and whether the manual was merely available or actually used.
“The GAN learned the distribution.”Source-local shorthand for adversarial training and a resulting model.What distributional relation was established, which model edition, evaluation/generalization basis, and deployed capability.
“Learning progress increased.”Some change over a window.Whether the coordinate is performance, capability evidence, prediction error, information gain, model fit, compression, representation, or something else.

Passive and active grammar can also shift attention without changing ontology. “Was taught” foregrounds an intervention received; “learned” foregrounds the attributed result. Neither wording alone establishes the full causal route.