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 15:10:10 UTC

B.1.6:6.1 - Bias-Annotation

Bias riskFailureMitigation
Plan becomes measurement or aggregationExpected resource use is presented as performed work or an obtained total.Keep the plan, dated work, C.16 measurement result, aggregation work, and B.1.6 result distinct.
Boundary or phase word carries accountingA port, interface, team, device, epoch, or phase label is used as Work parthood, overlap, or accounting boundary.Establish the exact delimitation, A.15.1 Work relation or non-Work carrier identity and phase relation, stock, window, and policy before aggregation.
Untyped total hides conversionHours, energy, material, money, and data are added as one number.Keep resource vectors typed until an explicit conversion relation or model is declared admissible under the applicable measurement or mathematical-lens pattern.
Shared stock is double-countedThe same person, tool, inventory, meter, dataset, or port appears in multiple work slices.Declare overlap and deduplication policy, or narrow admissible use.
Efficiency becomes emergenceReduced resource use is treated as a new whole or synergy without reidentification.Use measurement and evidence-use patterns first; use B.2 when whole identity remains the question; use B.2.P for unresolved emergence-family wording.