Revise capacity theory to soft erosion

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diff --git a/notes/19_phase_transition_visualization.md b/notes/19_phase_transition_visualization.md
index a2672c2..e5d0589 100644
--- a/notes/19_phase_transition_visualization.md
+++ b/notes/19_phase_transition_visualization.md
@@ -1,5 +1,12 @@
 # Phase Transition Visualization
 
+Status: superseded by the dense long-training sweep in
+`notes/22_dense_phase_transition_soft_ramp.md` and the theory revision in
+`notes/23_soft_capacity_theory_revision.md`.
+
+This note records an earlier hard-exhaustion framing. The current interpretation
+is soft capacity erosion, not a sharp phase transition.
+
 This note records the first clean phase-transition visualization for the
 capacity-exhaustion contribution.