diff --git a/systems/x86_64-linux/halo/models.ini b/systems/x86_64-linux/halo/models.ini
index dce6edf..f6121b9 100644
--- a/systems/x86_64-linux/halo/models.ini
+++ b/systems/x86_64-linux/halo/models.ini
@@ -14,9 +14,9 @@ no-context-shift    = true
 fit                 = on
 c                   = 131072
 
-[Qwen3.6-27B]
+[coder]
 hf                  = unsloth/Qwen3.6-27B-MTP-GGUF:Q6_K
-spec-type           = draft-mtp
+spec-type           = ngram-simple,draft-mtp
 spec-draft-n-max    = 4
 threads-batch       = 16
 temp                = 0.6