Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 10:39:28 UTC · snapshot created 2026-10-03 10:40:04 UTC · last check 2026-10-03 10:50:05 UTC

E.11.PUR:6 - Bias-Annotation

  • Applicability-as-recommendation bias. A fitting pattern is automatically selected. Compare its expected receiving value and full burden with the serious continuations, including no new use; the best of several unhelpful candidates need not be recommended.
  • Favorite-pattern proxy bias. Familiar PatternID substitutes for current value. State the concern, expected result, and any current receiving use in the rationale.
  • Five-form bias. Every ordinary use creates five findings. Keep them in one compact rationale unless their separate identity is relied on.
  • Sequence bias. Presentation order becomes precedence. Repair by naming the pairwise basis.
  • Result-copy or expectation-as-result bias. A prerequisite result kind is duplicated in ordering fields, or its expectation is treated as achieved. Reuse the prerequisite candidate’s exact expectation and current E.11.PUA closure finding; the closure reports but does not create the exact result and direct basis.
  • Stage-name repetition bias. The same result question is answered again because a later review or phase uses another label. Compare the earlier result through its direct pattern, reuse it when the relevant values still match, and reopen only the changed result question.