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 14:36:52 UTC · snapshot created 2026-10-03 14:38:14 UTC · last check 2026-10-03 14:40:20 UTC

G.10:6 - Bias‑Annotation (informative)

Bias lenses: Gov, Arch, Onto/Epist, Prag, Did.

  • Format bias (Arch/Prag). A popular export format is tempting to treat as “the pack”. Mitigation: keep Core surfaces conceptual (E.5.2); move serialisation recipes to Annex/Interop; keep conformance on semantics.
  • Centralisation bias (Gov). A single pattern governing shipping semantics can become a bottleneck. Mitigation: keep shipping as one explicit governing-pattern responsibility, but push mode/method specifics into explicit G.10:Ext.* extension blocks and cite governing patterns.
  • Telemetry→dominance bias (Onto/Prag). Shipping pipelines often “promote” telemetry proxies (illumination/coverage) into ranking. Mitigation: preserve the telemetry/order separation and require explicit CAL policy‑id for any promotion; record the policy‑id in audit pins/telemetry.
  • Interop authority bias (Onto/Epist). External indexes can silently override local legality/typing. Mitigation: G.10‑7 ingests interop only as cited notes (editions + mapping policy refs), never as a replacement governing spec ref.