Gov bias. The pattern prefers explicit declaration over convenient shorthand.
Arch bias. The pattern keeps substrate, interpretive view, and publication consumers separated even when one merged story would read more smoothly.
Prag bias. The pattern prefers a short explicit substrate declaration that can be reused across search, synthesis, and publication-adjacent lines.
SoTA bias. The pattern assumes current QD and OEE work often uses learned, adaptive, unstructured, or uncertainty-bearing spaces and therefore resists premature geometric closure.