IV.R281 — The common thread

All eight anti-patterns (hierarchy, naturalness, running-as-ontological, etc.) share a single root error: confusing the ontic coupling kappa(X;d) with a particular readout R_mu(kappa(X;d)). Once the distinction is internalized, the confusions dissolve without changing experimental facts.