diff --git a/related_work/relevant_to_us.md b/related_work/relevant_to_us.md
index 88c495b..2cfb3b6 100644
--- a/related_work/relevant_to_us.md
+++ b/related_work/relevant_to_us.md
@@ -158,3 +158,11 @@ directly to Lys's distribution-shift account and predicts the queued
 auto-alignment (adaptive η, training-free) is the natural fallback if no
 fixed α transfers. Worth a paragraph in Paper A (design justification +
 12B analysis) and Paper B (stability mechanism).
+
+**Outcome (2026-07-14, prediction confirmed):** the `12b_adaptive` MBPP
+arm (adaptive anchoring, 2×/8× H100 fleet) recovers the substrate —
+k=0/2/4 = 72.4/70.8/69.4 overall vs 72.6/54.6/43.0 under fixed α=0.3,
+with hard monotone 11.4→18.2→27.3. The tolerable-loop-share account
+called this shape in advance: stability restored by weakening the loop
+share, hard gains preserved and k-monotone, residual easy erosion
+(98.9→92.2) to be handled by the gate.