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 12:05:13 UTC

E.4.DPF.DA:6 - Bias-Annotation

Scope: Limited to evaluating one exact FPF-grounded DPF or LPF edition for one declared package use. It is not a whole-FPF evaluation, a universal product score, an admission decision, or a publication template.

LensLikely driftRepair
GovA favorable package value or form pass is read as acceptance, authority, publication, currentness, or maintenance assignment.Keep the local adequacy status inside the aggregate result and require each later use to establish its own decision or relation.
ArchA carrier, file layout, source map, or polished front is treated as the framework edition or its package architecture.Evaluate the exact edition and keep architecture, support units, relations, publication forms, carriers, access, and evidence separately recoverable.
Onto-EpistThe evaluation specification, Method, evaluator action, Work, coordinate claims, evidence, aggregate result, and status collapse into one table or reviewer label.Keep the objects listed in section 4 separate; recover the evaluator action, the aggregate result, and any separate status-use relation.
PragCounts, citations, maps, form defects, or duplicated checks become cheap score targets while field coverage and first use remain weak.Judge practitioner use and source-backed package content; reuse one observation and one repair instead of charging the same defect twice.
DidAssurance apparatus appears before the domain problem, first useful route, or package repair a practitioner can recognize.Keep the ordinary assessment route first, write rationales and repairs in precise plain language, and leave the heavier evidence map after the coordinates.

The first recurring drift is whole-FPF overreach: a DPF package is judged as if it had to cover every domain. Declare one domain or local setting and evaluate adequacy for that setting.

The second recurring drift is local excellence laundering: good-looking patterns, a polished monolith, or generated fluency hides missing source, relation, edition, and refresh structures. Evaluate the package coordinates, not only pattern bodies.

The third recurring drift is quality-proof leakage: evaluation results, review status, or package-architecture development evidence are copied into user-facing pattern prose. Move that evidence to this evaluation’s result, E.21, E.19, E.11, or the applicable publication-evidence locus, and keep the user-facing move, boundary, and architectural reasons needed to understand, select, combine, or adapt the pattern in its body.

The fourth recurring drift is invisible carrier narration: the package is presented as a transparent list of principles, so nobody asks which domain structures were selected, coarsened, abstracted, omitted, or already transformed through source structures -> architecture -> architecture description or view -> publication/access expression before the publication carrier was written. Make the Readme, Preface, or access front provide a short carrier structure-account and check it through PFM11.

The fifth recurring drift is assurance by duplication: the evaluation copies the action sequence of C.32.MWA or E.23.CDI and treats completion as package proof. Use the completed result only where it bears on a named coordinate, then run the package’s own probes.