Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 15:41:27 UTC · snapshot created 2026-10-03 15:43:46 UTC · last check 2026-10-03 15:55:10 UTC

C.31:6 - Bias-Annotation

Bias riskC.31 repair
Scalar biasRefuse one modularity score unless scoring method and comparability basis are declared.
Measure-first biasStart with ModularityVectorLite and repair direction before C.16-heavy fields.
Interface-publication biasTreat public interfaces as only one possible basis for substantiating substitutability.
Proxy biasAdd proxyRisk and auditQuestion to every decision-facing card.
Complexity umbrella biasKeep residual heads claim-scoped and apply scale, RG, or lens subject patterns when those uses are being made.
Source-label biasTreat software, neural-network, chiplet, safety-case, product-line, block, layer, expert, cache, router, and gate labels as source examples until C.30.STRAT and the subject pattern recover the FPF characteristic subject, structure, scale, and admissible use.