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@@ -84,3 +84,30 @@ The prior-free minimax theorem says:
\]
with equality for isotropic feedback. Outputs are written under `outputs/minimax_initialization/`.
+
+## Functional Capacity Overlap
+
+Run:
+
+```bash
+python scripts/functional_capacity_overlap.py --parameters 96 --task-rank 24 --constraint-ranks 0 24 48 72 84 96 --trials 100 --seed 5 --plot
+```
+
+This samples a task-sensitive subspace \(S\) of dimension \(d\) and an alignment
+constraint subspace \(E\) of dimension \(k\) inside \(\mathbb R^P\). It validates:
+
+\[
+\Delta d_{\mathrm{hard}}
+=
+\max(0,k-(P-d))
+\]
+
+and:
+
+\[
+\mathbb E[\operatorname{tr}(P_E P_S)]
+=
+\frac{kd}{P}.
+\]
+
+Outputs are written under `outputs/functional_capacity_overlap/`.