diff --git a/TODO.sota/81-vrr-metric.md b/TODO.sota/81-vrr-metric.md
index 6ab55c69..8c4f01cc 100644
--- a/TODO.sota/81-vrr-metric.md
+++ b/TODO.sota/81-vrr-metric.md
@@ -1,6 +1,21 @@
 # WO81 — VRR: valid-reading-rate, the ambiguity-aware metric
 
-Status: PLANNED · Plane B (B3 closure requirement, WO56 structural rule 1)
+Status: IN_PROGRESS — metric SHIPPED (models#340: build_lexicon /
+score_predictions_vrr / score_text_vrr, word-level); first verdict
+computed 2026-10-22 (run-081-vrr, cpu job; tools/vrr_lexicon_verdict.py):
+
+| run | student VRR | teacher VRR | words |
+|---|---|---|---|
+| run-006 (rung 2.0) | 0.7974 | 0.8101 | 51,808 |
+| run-007 (rung 2.1) | 0.8004 | 0.8101 | 51,808 |
+
+Lexicon: tashkeela-full train (declared source — classical register),
+309,508 skeletons. Verdict artifact:
+bucket Interscript/isx-training/run-081-vrr/vrr-verdict.json (release
+asset rides E3). NEXT: gold-column ceiling (oracle VRR) to separate
+model error from lexicon coverage; publish VRR into the models.yaml
+metric blocks once the rung-2.0 DER provenance question (WO64/B9) is
+resolved.
 
 Single-gold DER systematically undercounts legitimate ambiguity: when a
 skeleton has several dictionary-licensed readings, scoring against one