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 11:35:10 UTC

C.26.1:6 - Bias-Annotation

This pattern biases authors against passive-reading convenience. That bias is useful when dashboards, workshops, surveys, and API reads are treated as if they carry state without changing it.

The pattern also biases authors against overusing QL. It keeps ordinary intervention, ordinary message passing, ordinary bridge loss, ordinary API semantics, and ordinary work enactment with their existing FPF patterns when no probe-coupled reading remains.