diff --git a/MODEL-BAKEOFF-31-07-2026.md b/MODEL-BAKEOFF-31-07-2026.md
index c6532eb..0a14993 100644
--- a/MODEL-BAKEOFF-31-07-2026.md
+++ b/MODEL-BAKEOFF-31-07-2026.md
@@ -1,8 +1,18 @@
 # Resident model bake-off — 31-07-2026
 
-**Recommendation: keep Qwen3.5-0.8B.** LFM2.5-1.2B is worse at routing (52.6% vs 60.5%
-intent accuracy), and the loss is almost entirely Russian (18/61 vs 22/61 RU, while EN is a
-wash). It is also 2.4× slower. The Thinking variant is far worse again.
+**Outcome: the resident model is stock Qwen3-1.7B** (`UD-Q4_K_XL`). Two sweeps ran this
+evening and the second one changed the answer — read to the end before acting on any table
+here. [Second sweep](#second-sweep-same-evening--five-models-and-a-resident-model-change)
+is the one that holds.
+
+## First sweep — LFM2.5-1.2B vs Qwen3.5-0.8B
+
+**Verdict, scoped to this pair: keep Qwen3.5-0.8B over LFM2.5-1.2B.** LFM2.5-1.2B is worse
+at routing (52.6% vs 60.5% intent accuracy), and the loss is almost entirely Russian
+(18/61 vs 22/61 RU, while EN is a wash). It is also 2.4× slower. The Thinking variant is
+far worse again. This verdict still stands as written — it rejects LFM2.5-1.2B. It is
+**not** a recommendation to keep 0.8B as the resident model; the second sweep replaced it
+with Qwen3-1.7B.
 
 Settles Vikunja **#278 / #250**.