Tonight's work as one branch: all 46 reviewed PRs, verified green #47

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kami merged 135 commits from integration/jul31 into master 2026-07-31 19:41:52 +02:00
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# 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**.