Phase 11 · nullspace audits, soft modes, protection gate
Identity Protection & Nullspace Audit
AT-0087 → AT-0094. A hidden free direction can make a shortcut look profound. This lab measures the rank and singular spectrum of every toy coupling, removes the exact null directions, and asks whether identity protection survives without them.
Set the control identity dimension below the relational dimension and the control gains an exact null space of width d_R − d_I. Its identity-neutral relocation is then a fact about matrix shape, not about the model.
ΔI = K · ΔR, K = U Σ Vᵀ, damage = ‖K ΔR‖ / √d_I
Running the seeded protection sweep…