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 risk
C.31 repair
Scalar bias
Refuse one modularity score unless scoring method and comparability basis are declared.
Measure-first bias
Start with ModularityVectorLite and repair direction before C.16-heavy fields.
Interface-publication bias
Treat public interfaces as only one possible basis for substantiating substitutability.
Proxy bias
Add proxyRisk and auditQuestion to every decision-facing card.
Complexity umbrella bias
Keep residual heads claim-scoped and apply scale, RG, or lens subject patterns when those uses are being made.
Source-label bias
Treat 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.