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+# Anti-FAMM Shadow Adversary
+
+## Purpose
+
+Anti-FAMM is the adversarial dual of FAMM. FAMM records residuals, scars, torsion, failed routes, and coarsening agents. Anti-FAMM asks where FAMM failed to see the scar, over-scarred a valid route, or allowed a witness packet to pass while the invariant actually failed.
+
+```text
+Anti-FAMM = the shadow map of FAMM blind spots.
+```
+
+## Nullspace attack
+
+Let \(\Pi(X)\) be the current FAMM witness projection and \(T(X)\) the dangerous target behavior: vorticity stretching, invariant failure, pair-address aliasing, closure instability, proof drift, or hidden residual.
+
+Anti-FAMM searches for:
+
+```math
+\eta\in\ker D\Pi_X
+```
+
+such that:
+
+```math
+DT_X[\eta]\ne0
+```
+
+Meaning: the perturbation is invisible to the witness packet, but it changes the dangerous thing.
+
+## Shadow objective
+
+```math
+\mathcal A_{\mathrm{FAMM}}(X)
+=
+\sup_{\eta\in\ker D\Pi_X,\;\|\eta\|\le1}
+\|DT_X[\eta]\|
+```
+
+If \(\mathcal A_{\mathrm{FAMM}}(X)>\Theta_A\), the witness packet is incomplete.
+
+## Classification attacks
+
+```text
+False pass: FAMM says PASS, Anti-FAMM finds hidden residual or invariant failure.
+False scar: FAMM says SCAR, Anti-FAMM finds the route was lawful under a missing witness.
+```
+
+## Stack placement
+
+```text
+candidate witness packet
+→ FAMM classification
+→ Anti-FAMM nullspace / shadow attack
+→ Warden decision
+→ promote / reopen / scar / coarsen / reject
+```
+
+## Project sentence
+
+Anti-FAMM is the shadow adversary for FAMM: it searches for perturbations invisible to the witness packet but active in the dangerous target behavior, forcing the Warden to reject, scar, coarsen, or upgrade incomplete routes before promotion.