diff --git a/systems/x86_64-linux/halo/default.nix b/systems/x86_64-linux/halo/default.nix
index 4f613ae..1934cd8 100644
--- a/systems/x86_64-linux/halo/default.nix
+++ b/systems/x86_64-linux/halo/default.nix
@@ -10,7 +10,7 @@ with lib.metacfg;
     ./hardware-configuration.nix
     #./xremap.nix
     ./wyoming.nix
-    ./llama-server-code-next.nix
+    ./llama-server.nix
   ];
 
   boot.lanzaboote.pkiBundle = "/var/lib/sbctl";
diff --git a/systems/x86_64-linux/halo/llama-server-27B-MTP.nix b/systems/x86_64-linux/halo/llama-server-27B-MTP.nix
deleted file mode 100644
index 2b8283d..0000000
--- a/systems/x86_64-linux/halo/llama-server-27B-MTP.nix
+++ /dev/null
@@ -1,60 +0,0 @@
-{
-  pkgs,
-  lib,
-  ...
-}:
-{
-  systemd.services.llama-server = {
-    description = "llama.cpp server (Qwen3.6-27B-MTP, ROCm)";
-    after = [ "network-online.target" ];
-    wants = [ "network-online.target" ];
-    wantedBy = [ "multi-user.target" ];
-
-    environment = {
-      HOME = "%S/llama-server";
-      HF_HOME = "%S/llama-server";
-    };
-
-    serviceConfig = {
-      Type = "simple";
-      DynamicUser = true;
-      SupplementaryGroups = [
-        "video"
-        "render"
-      ];
-      StateDirectory = "llama-server";
-      CacheDirectory = "llama-server";
-      WorkingDirectory = "%S/llama-server";
-      ExecStartPre = "${pkgs.coreutils}/bin/mkdir -p %C/llama-server/kv-slots-27B-MTP";
-      ExecStart = lib.concatStringsSep " " [
-        "${pkgs.llama-cpp-rocm}/bin/llama-server"
-        "--flash-attn on"
-        "--parallel 1"
-        "--jinja"
-        "--host 0.0.0.0"
-        "--port 8000"
-        "--no-mmap"
-        "--n-gpu-layers 99"
-        "-hf am17an/Qwen3.6-27B-MTP-GGUF:Q8_0"
-        "--alias qwen3.6-27b"
-        "--threads 8"
-        "--ubatch-size 256"
-        "-ctk bf16 -ctv bf16"
-        "--temp 0.6 --top-p 0.95 --top-k 20 --min-p 0.00"
-        "--no-context-shift"
-        ''--chat-template-kwargs '{"preserve_thinking": true}' ''
-        "-c 262144"
-        "--fit on"
-        "--slot-save-path %C/llama-server/kv-slots-27B-MTP"
-        "--spec-type mtp --spec-draft-n-max 3"
-      ];
-      Restart = "on-failure";
-      RestartSec = 10;
-
-      PrivateTmp = true;
-      ProtectSystem = "strict";
-      ProtectHome = true;
-      NoNewPrivileges = true;
-    };
-  };
-}
diff --git a/systems/x86_64-linux/halo/llama-server-coder-next.nix b/systems/x86_64-linux/halo/llama-server-coder-next.nix
deleted file mode 100644
index d384f7c..0000000
--- a/systems/x86_64-linux/halo/llama-server-coder-next.nix
+++ /dev/null
@@ -1,57 +0,0 @@
-{
-  pkgs,
-  lib,
-  ...
-}:
-{
-  systemd.services.llama-server = {
-    description = "llama.cpp server (Qwen3-Coder-Next, ROCm)";
-    after = [ "network-online.target" ];
-    wants = [ "network-online.target" ];
-    wantedBy = [ "multi-user.target" ];
-
-    environment = {
-      HOME = "%S/llama-server";
-      HF_HOME = "%S/llama-server";
-    };
-
-    serviceConfig = {
-      Type = "simple";
-      DynamicUser = true;
-      SupplementaryGroups = [
-        "video"
-        "render"
-      ];
-      StateDirectory = "llama-server";
-      CacheDirectory = "llama-server";
-      WorkingDirectory = "%S/llama-server";
-      ExecStartPre = "${pkgs.coreutils}/bin/mkdir -p %C/llama-server/kv-slots-coder-next";
-      ExecStart = lib.concatStringsSep " " [
-        "${pkgs.llama-cpp-rocm}/bin/llama-server"
-	"--flash-attn on"
-        "--parallel 1"
-        "--jinja"
-        "--host 0.0.0.0"
-        "--port 8000"
-        "--no-mmap"
-        "--n-gpu-layers 99"
-        "--threads 8"
-        "--ubatch-size 256"
-        "-ctk bf16 -ctv bf16"
-        "--fit on"
-        "--no-context-shift"
-        "-hf unsloth/Qwen3-Coder-Next-GGUF:UD-Q8_K_XL"
-        "--alias qwen3-coder-next"
-        "--temp 1.0 --top-p 0.95 --min-p 0.01 --top-k 40"
-        "--slot-save-path %C/llama-server/kv-slots-coder-next"
-      ];
-      Restart = "on-failure";
-      RestartSec = 10;
-
-      PrivateTmp = true;
-      ProtectSystem = "strict";
-      ProtectHome = true;
-      NoNewPrivileges = true;
-    };
-  };
-}
diff --git a/systems/x86_64-linux/halo/llama-server.nix b/systems/x86_64-linux/halo/llama-server.nix
index 84f1831..9ea5870 100644
--- a/systems/x86_64-linux/halo/llama-server.nix
+++ b/systems/x86_64-linux/halo/llama-server.nix
@@ -5,7 +5,7 @@
 }:
 {
   systemd.services.llama-server = {
-    description = "llama.cpp server (Qwen3.6-35B-A3B, ROCm)";
+    description = "llama.cpp server (Qwen3.6-27B-MTP, ROCm)";
     after = [ "network-online.target" ];
     wants = [ "network-online.target" ];
     wantedBy = [ "multi-user.target" ];
@@ -35,7 +35,7 @@
         "--port 8000"
         "--no-mmap"
         "--n-gpu-layers 99"
-        "-hf unsloth/Qwen3.6-27B-GGUF:UD-Q8_K_XL"
+        "-hf am17an/Qwen3.6-27B-MTP-GGUF:Q8_0"
         "--alias qwen3.6-27b"
         "--threads 8"
         "--ubatch-size 256"
@@ -46,6 +46,7 @@
         "-c 524288"
         "--fit on"
         "--slot-save-path %C/llama-server/kv-slots"
+        "--spec-type mtp --spec-draft-n-max 3"
       ];
       Restart = "on-failure";
       RestartSec = 10;