fpf.tools
Library / First Principles Framework (FPF) - Core Conceptual Specification
Jump to passage
In this reading
Source · lines 84460–84484

Link to current text

Published source confirmed at last check

Source changed 2026-10-03 11:52:20 UTC · snapshot created 2026-10-03 11:53:41 UTC · last check 2026-10-03 14:05:05 UTC

E.5.4:4 - Solution — Principle‑Taxonomy‑Guided Bias Audit

  1. Bias‑Lens set Every normative pattern is assessed through five lenses that match the Principle classes from E.3: Gov, Arch, Epist (epistemological and ontological), Prag, Did.

  2. Equilibrium question For each lens ask: “Does the pattern over‑privilege this class or silence it?” Examples:

    • Over‑reliance on Epist precision may ignore Prag cost.
    • Dominant Arch metaphors may alienate Did audiences.

  3. Scope‑or‑Balance rule

    • If imbalance is found and universality is intended, re‑phrase to restore balance.
    • If imbalance is intentional (domain‑specific pattern), mark the scope explicitly: “Applies primarily to thermodynamic systems.”

  4. Audit trace The pattern carries a short Bias‑Annotation paragraph recording which lenses were tested and any scoping statement. Keep workflow checklists, reviewer metadata and other data outside the Core, along with tips on data formats and data governance.