AI generated

Seven months late, but closing the loop since several of you asked the right questions. u/No-Mountain3817, u/Myrkkeijanuan: you were right. On an independent audit bench the Qwen base beat most of the 35 adapters; only HTML/CSS clearly gained. I now route almost everything to the base. Write-up with numbers and configs: https://www.reddit.com/r/LocalLLaMA/comments/1xqw6fr/ u/DefNattyBoii: retrained on Qwen3.6-35B-A3B, that's what the new post covers. u/NandaVegg: the "anti-bias layer" was a prompt-side rerank, not a trained layer. I should not have listed it as architecture. Dropped. u/Xhatz: yes, I know. The name predates the model and stays. The negotiator / Aeon memory parts from this post are archived. What survived is the adapter hot-swap serving, the router eval, and an upstream mlx docs fix (mx.random.normal is not bit-exact across Apple GPU generations). Thanks for the pushback, it was more useful than the upvotes.