diff --git a/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__baseline.json b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__baseline.json
new file mode 100644
index 0000000..7c5c8a5
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__baseline.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-27B-UD-Q8_K_XL",
+  "gguf": "Qwen3.6-27B-MTP-GGUF/Qwen3.6-27B-UD-Q8_K_XL.gguf",
+  "toolbox": "rocm-7.2.3-mtp",
+  "mode": "baseline",
+  "spec_flags": "(none)",
+  "timestamp": "2026-05-15T10:35:06.760655",
+  "results": [
+    {
+      "name": "code_python",
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+      "predicted_n": 192,
+      "predicted_per_second": 6.48,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "code_cpp",
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+      "predicted_n": 192,
+      "predicted_per_second": 6.47,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "explain_concept",
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+      "predicted_n": 192,
+      "predicted_per_second": 6.48,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "summarize",
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+      "predicted_n": 192,
+      "predicted_per_second": 6.48,
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+    },
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+      "name": "qa_factual",
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+      "predicted_n": 192,
+      "predicted_per_second": 6.48,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "creative_short",
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+      "predicted_per_second": 6.48,
+      "draft_n": 0,
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+      "accept_rate": null
+    },
+    {
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+      "predicted_per_second": 6.48,
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+    },
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+      "name": "long_code_review",
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+      "predicted_n": 192,
+      "predicted_per_second": 6.46,
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+    }
+  ],
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+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__mtp-2.json b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__mtp-2.json
new file mode 100644
index 0000000..737decf
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__mtp-2.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-27B-UD-Q8_K_XL",
+  "gguf": "Qwen3.6-27B-MTP-GGUF/Qwen3.6-27B-UD-Q8_K_XL.gguf",
+  "toolbox": "rocm-7.2.3-mtp",
+  "mode": "mtp-2",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 2 -np 1",
+  "timestamp": "2026-05-15T10:37:45.833024",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 15.461,
+      "predicted_n": 192,
+      "predicted_per_second": 12.88,
+      "draft_n": 140,
+      "draft_n_accepted": 120,
+      "accept_rate": 0.8571
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 16.091,
+      "predicted_n": 192,
+      "predicted_per_second": 12.33,
+      "draft_n": 147,
+      "draft_n_accepted": 117,
+      "accept_rate": 0.7959
+    },
+    {
+      "name": "explain_concept",
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+      "predicted_per_second": 12.81,
+      "draft_n": 141,
+      "draft_n_accepted": 120,
+      "accept_rate": 0.8511
+    },
+    {
+      "name": "summarize",
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+      "predicted_n": 192,
+      "predicted_per_second": 13.22,
+      "draft_n": 137,
+      "draft_n_accepted": 122,
+      "accept_rate": 0.8905
+    },
+    {
+      "name": "qa_factual",
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+      "draft_n": 148,
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+      "accept_rate": 0.7905
+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 11.85,
+      "draft_n": 153,
+      "draft_n_accepted": 114,
+      "accept_rate": 0.7451
+    },
+    {
+      "name": "creative_short",
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+      "draft_n": 160,
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+      "accept_rate": 0.6875
+    },
+    {
+      "name": "stepwise_math",
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+      "predicted_per_second": 13.03,
+      "draft_n": 139,
+      "draft_n_accepted": 121,
+      "accept_rate": 0.8705
+    },
+    {
+      "name": "long_code_review",
+      "wall_s": 19.408,
+      "predicted_n": 192,
+      "predicted_per_second": 11.54,
+      "draft_n": 156,
+      "draft_n_accepted": 112,
+      "accept_rate": 0.7179
+    }
+  ],
+  "aggregate": {
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+    "total_draft": 1321,
+    "total_draft_accepted": 1053,
+    "aggregate_accept_rate": 0.7971,
+    "wall_s_total": 147.31
+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__mtp-3.json b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__mtp-3.json
new file mode 100644
index 0000000..1602647
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__rocm-7.2.3-mtp__mtp-3.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-27B-UD-Q8_K_XL",
+  "gguf": "Qwen3.6-27B-MTP-GGUF/Qwen3.6-27B-UD-Q8_K_XL.gguf",
+  "toolbox": "rocm-7.2.3-mtp",
+  "mode": "mtp-3",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 3 -np 1",
+  "timestamp": "2026-05-15T10:40:12.760327",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 13.774,
+      "predicted_n": 192,
+      "predicted_per_second": 14.54,
+      "draft_n": 163,
+      "draft_n_accepted": 136,
+      "accept_rate": 0.8344
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 15.093,
+      "predicted_n": 192,
+      "predicted_per_second": 13.19,
+      "draft_n": 181,
+      "draft_n_accepted": 130,
+      "accept_rate": 0.7182
+    },
+    {
+      "name": "explain_concept",
+      "wall_s": 14.643,
+      "predicted_n": 192,
+      "predicted_per_second": 13.63,
+      "draft_n": 175,
+      "draft_n_accepted": 132,
+      "accept_rate": 0.7543
+    },
+    {
+      "name": "summarize",
+      "wall_s": 14.134,
+      "predicted_n": 192,
+      "predicted_per_second": 14.17,
+      "draft_n": 168,
+      "draft_n_accepted": 134,
+      "accept_rate": 0.7976
+    },
+    {
+      "name": "qa_factual",
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+      "predicted_n": 192,
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+      "draft_n": 176,
+      "draft_n_accepted": 132,
+      "accept_rate": 0.75
+    },
+    {
+      "name": "translation",
+      "wall_s": 15.613,
+      "predicted_n": 192,
+      "predicted_per_second": 12.75,
+      "draft_n": 189,
+      "draft_n_accepted": 128,
+      "accept_rate": 0.6772
+    },
+    {
+      "name": "creative_short",
+      "wall_s": 15.599,
+      "predicted_n": 192,
+      "predicted_per_second": 12.76,
+      "draft_n": 187,
+      "draft_n_accepted": 128,
+      "accept_rate": 0.6845
+    },
+    {
+      "name": "stepwise_math",
+      "wall_s": 14.128,
+      "predicted_n": 192,
+      "predicted_per_second": 14.17,
+      "draft_n": 168,
+      "draft_n_accepted": 134,
+      "accept_rate": 0.7976
+    },
+    {
+      "name": "long_code_review",
+      "wall_s": 17.563,
+      "predicted_n": 192,
+      "predicted_per_second": 12.99,
+      "draft_n": 183,
+      "draft_n_accepted": 129,
+      "accept_rate": 0.7049
+    }
+  ],
+  "aggregate": {
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+    "total_draft": 1590,
+    "total_draft_accepted": 1183,
+    "aggregate_accept_rate": 0.744,
+    "wall_s_total": 135.2
+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__baseline.json b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__baseline.json
new file mode 100644
index 0000000..fbf6557
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__baseline.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-27B-UD-Q8_K_XL",
+  "gguf": "Qwen3.6-27B-MTP-GGUF/Qwen3.6-27B-UD-Q8_K_XL.gguf",
+  "toolbox": "vulkan-radv-mtp",
+  "mode": "baseline",
+  "spec_flags": "(none)",
+  "timestamp": "2026-05-15T10:47:21.199537",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 31.21,
+      "predicted_n": 192,
+      "predicted_per_second": 6.31,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 31.194,
+      "predicted_n": 192,
+      "predicted_per_second": 6.32,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "explain_concept",
+      "wall_s": 31.126,
+      "predicted_n": 192,
+      "predicted_per_second": 6.32,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "summarize",
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+      "predicted_n": 192,
+      "predicted_per_second": 6.32,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
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+    },
+    {
+      "name": "qa_factual",
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+      "predicted_n": 192,
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+      "draft_n": 0,
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+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 6.32,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
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+      "predicted_n": 192,
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+      "draft_n": 0,
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+      "accept_rate": null
+    },
+    {
+      "name": "stepwise_math",
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+      "predicted_per_second": 6.32,
+      "draft_n": 0,
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+      "accept_rate": null
+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 6.31,
+      "draft_n": 0,
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+      "accept_rate": null
+    }
+  ],
+  "aggregate": {
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+    "total_draft": 0,
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+    "wall_s_total": 283.86
+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__mtp-2.json b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__mtp-2.json
new file mode 100644
index 0000000..164b263
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__mtp-2.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-27B-UD-Q8_K_XL",
+  "gguf": "Qwen3.6-27B-MTP-GGUF/Qwen3.6-27B-UD-Q8_K_XL.gguf",
+  "toolbox": "vulkan-radv-mtp",
+  "mode": "mtp-2",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 2 -np 1",
+  "timestamp": "2026-05-15T10:50:15.329789",
+  "results": [
+    {
+      "name": "code_python",
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+      "predicted_n": 192,
+      "predicted_per_second": 12.25,
+      "draft_n": 140,
+      "draft_n_accepted": 121,
+      "accept_rate": 0.8643
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 17.205,
+      "predicted_n": 192,
+      "predicted_per_second": 11.75,
+      "draft_n": 146,
+      "draft_n_accepted": 118,
+      "accept_rate": 0.8082
+    },
+    {
+      "name": "explain_concept",
+      "wall_s": 17.95,
+      "predicted_n": 192,
+      "predicted_per_second": 11.18,
+      "draft_n": 152,
+      "draft_n_accepted": 114,
+      "accept_rate": 0.75
+    },
+    {
+      "name": "summarize",
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+      "predicted_n": 192,
+      "predicted_per_second": 13.18,
+      "draft_n": 130,
+      "draft_n_accepted": 126,
+      "accept_rate": 0.9692
+    },
+    {
+      "name": "qa_factual",
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+      "draft_n": 142,
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+      "accept_rate": 0.838
+    },
+    {
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+      "draft_n": 151,
+      "draft_n_accepted": 115,
+      "accept_rate": 0.7616
+    },
+    {
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+      "predicted_per_second": 10.76,
+      "draft_n": 157,
+      "draft_n_accepted": 111,
+      "accept_rate": 0.707
+    },
+    {
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+      "draft_n": 145,
+      "draft_n_accepted": 118,
+      "accept_rate": 0.8138
+    },
+    {
+      "name": "long_code_review",
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+      "predicted_n": 192,
+      "predicted_per_second": 11.12,
+      "draft_n": 153,
+      "draft_n_accepted": 114,
+      "accept_rate": 0.7451
+    }
+  ],
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+    "total_draft": 1316,
+    "total_draft_accepted": 1056,
+    "aggregate_accept_rate": 0.8024,
+    "wall_s_total": 159.41
+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__mtp-3.json b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__mtp-3.json
new file mode 100644
index 0000000..911d870
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-27B-UD-Q8_K_XL__vulkan-radv-mtp__mtp-3.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-27B-UD-Q8_K_XL",
+  "gguf": "Qwen3.6-27B-MTP-GGUF/Qwen3.6-27B-UD-Q8_K_XL.gguf",
+  "toolbox": "vulkan-radv-mtp",
+  "mode": "mtp-3",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 3 -np 1",
+  "timestamp": "2026-05-15T10:52:51.775869",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 14.105,
+      "predicted_n": 192,
+      "predicted_per_second": 14.52,
+      "draft_n": 163,
+      "draft_n_accepted": 136,
+      "accept_rate": 0.8344
+    },
+    {
+      "name": "code_cpp",
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+      "predicted_n": 192,
+      "predicted_per_second": 13.52,
+      "draft_n": 175,
+      "draft_n_accepted": 132,
+      "accept_rate": 0.7543
+    },
+    {
+      "name": "explain_concept",
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+      "predicted_n": 192,
+      "predicted_per_second": 12.29,
+      "draft_n": 195,
+      "draft_n_accepted": 126,
+      "accept_rate": 0.6462
+    },
+    {
+      "name": "summarize",
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+      "predicted_n": 192,
+      "predicted_per_second": 14.2,
+      "draft_n": 167,
+      "draft_n_accepted": 135,
+      "accept_rate": 0.8084
+    },
+    {
+      "name": "qa_factual",
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+      "draft_n": 171,
+      "draft_n_accepted": 134,
+      "accept_rate": 0.7836
+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 13.29,
+      "draft_n": 179,
+      "draft_n_accepted": 131,
+      "accept_rate": 0.7318
+    },
+    {
+      "name": "creative_short",
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+      "draft_n": 192,
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+      "accept_rate": 0.6562
+    },
+    {
+      "name": "stepwise_math",
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+      "draft_n": 183,
+      "draft_n_accepted": 129,
+      "accept_rate": 0.7049
+    },
+    {
+      "name": "long_code_review",
+      "wall_s": 19.742,
+      "predicted_n": 192,
+      "predicted_per_second": 12.64,
+      "draft_n": 187,
+      "draft_n_accepted": 128,
+      "accept_rate": 0.6845
+    }
+  ],
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+    "total_draft_accepted": 1177,
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+    "wall_s_total": 141.74
+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__baseline.json b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__baseline.json
new file mode 100644
index 0000000..c691416
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__baseline.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+  "gguf": "Qwen3.6-35B-A3B-MTP-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf",
+  "toolbox": "rocm-7.2.3-mtp",
+  "mode": "baseline",
+  "spec_flags": "(none)",
+  "timestamp": "2026-05-15T10:41:02.007668",
+  "results": [
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+      "predicted_n": 192,
+      "predicted_per_second": 48.73,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "code_cpp",
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+      "predicted_n": 192,
+      "predicted_per_second": 48.72,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "explain_concept",
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+      "predicted_per_second": 48.73,
+      "draft_n": 0,
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+      "accept_rate": null
+    },
+    {
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+    },
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+      "name": "qa_factual",
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+      "predicted_n": 192,
+      "predicted_per_second": 48.78,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
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+      "predicted_per_second": 48.77,
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+      "predicted_per_second": 48.68,
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+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 48.38,
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+    }
+  ],
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+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__mtp-2.json b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__mtp-2.json
new file mode 100644
index 0000000..6bf1e5e
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__mtp-2.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+  "gguf": "Qwen3.6-35B-A3B-MTP-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf",
+  "toolbox": "rocm-7.2.3-mtp",
+  "mode": "mtp-2",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 2 -np 1",
+  "timestamp": "2026-05-15T10:41:43.075333",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 2.929,
+      "predicted_n": 192,
+      "predicted_per_second": 70.03,
+      "draft_n": 133,
+      "draft_n_accepted": 123,
+      "accept_rate": 0.9248
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 3.521,
+      "predicted_n": 192,
+      "predicted_per_second": 57.34,
+      "draft_n": 165,
+      "draft_n_accepted": 108,
+      "accept_rate": 0.6545
+    },
+    {
+      "name": "explain_concept",
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+      "predicted_n": 192,
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+      "draft_n": 154,
+      "draft_n_accepted": 114,
+      "accept_rate": 0.7403
+    },
+    {
+      "name": "summarize",
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+    },
+    {
+      "name": "qa_factual",
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+      "draft_n": 139,
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+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 65.08,
+      "draft_n": 145,
+      "draft_n_accepted": 118,
+      "accept_rate": 0.8138
+    },
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+      "draft_n": 154,
+      "draft_n_accepted": 113,
+      "accept_rate": 0.7338
+    },
+    {
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+      "predicted_per_second": 65.26,
+      "draft_n": 145,
+      "draft_n_accepted": 118,
+      "accept_rate": 0.8138
+    },
+    {
+      "name": "long_code_review",
+      "wall_s": 4.194,
+      "predicted_n": 192,
+      "predicted_per_second": 61.74,
+      "draft_n": 152,
+      "draft_n_accepted": 114,
+      "accept_rate": 0.75
+    }
+  ],
+  "aggregate": {
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+    "total_predicted": 1728,
+    "total_draft": 1322,
+    "total_draft_accepted": 1052,
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+    "wall_s_total": 29.33
+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__mtp-3.json b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__mtp-3.json
new file mode 100644
index 0000000..58a3e07
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__rocm-7.2.3-mtp__mtp-3.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+  "gguf": "Qwen3.6-35B-A3B-MTP-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf",
+  "toolbox": "rocm-7.2.3-mtp",
+  "mode": "mtp-3",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 3 -np 1",
+  "timestamp": "2026-05-15T10:42:22.608352",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 2.881,
+      "predicted_n": 192,
+      "predicted_per_second": 71.3,
+      "draft_n": 168,
+      "draft_n_accepted": 134,
+      "accept_rate": 0.7976
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 2.798,
+      "predicted_n": 192,
+      "predicted_per_second": 73.24,
+      "draft_n": 165,
+      "draft_n_accepted": 135,
+      "accept_rate": 0.8182
+    },
+    {
+      "name": "explain_concept",
+      "wall_s": 3.341,
+      "predicted_n": 192,
+      "predicted_per_second": 60.29,
+      "draft_n": 201,
+      "draft_n_accepted": 123,
+      "accept_rate": 0.6119
+    },
+    {
+      "name": "summarize",
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+      "draft_n": 157,
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+      "accept_rate": 0.8726
+    },
+    {
+      "name": "qa_factual",
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+      "draft_n": 169,
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+    },
+    {
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+      "predicted_per_second": 68.4,
+      "draft_n": 177,
+      "draft_n_accepted": 131,
+      "accept_rate": 0.7401
+    },
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+      "predicted_per_second": 61.75,
+      "draft_n": 197,
+      "draft_n_accepted": 125,
+      "accept_rate": 0.6345
+    },
+    {
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+      "predicted_per_second": 68.52,
+      "draft_n": 177,
+      "draft_n_accepted": 131,
+      "accept_rate": 0.7401
+    },
+    {
+      "name": "long_code_review",
+      "wall_s": 4.024,
+      "predicted_n": 192,
+      "predicted_per_second": 64.34,
+      "draft_n": 184,
+      "draft_n_accepted": 128,
+      "accept_rate": 0.6957
+    }
+  ],
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+    "total_draft": 1595,
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+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__baseline.json b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__baseline.json
new file mode 100644
index 0000000..3c40a59
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__baseline.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+  "gguf": "Qwen3.6-35B-A3B-MTP-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf",
+  "toolbox": "vulkan-radv-mtp",
+  "mode": "baseline",
+  "spec_flags": "(none)",
+  "timestamp": "2026-05-15T10:53:35.323487",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 3.609,
+      "predicted_n": 192,
+      "predicted_per_second": 58.67,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 3.562,
+      "predicted_n": 192,
+      "predicted_per_second": 58.2,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "explain_concept",
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+      "predicted_n": 192,
+      "predicted_per_second": 59.04,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "summarize",
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+      "predicted_n": 192,
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+      "draft_n": 0,
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+    },
+    {
+      "name": "qa_factual",
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+      "draft_n": 0,
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+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 58.67,
+      "draft_n": 0,
+      "draft_n_accepted": 0,
+      "accept_rate": null
+    },
+    {
+      "name": "creative_short",
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+      "predicted_n": 192,
+      "predicted_per_second": 58.2,
+      "draft_n": 0,
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+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 58.63,
+      "draft_n": 0,
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+    }
+  ],
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+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__mtp-2.json b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__mtp-2.json
new file mode 100644
index 0000000..0f5c088
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__mtp-2.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+  "gguf": "Qwen3.6-35B-A3B-MTP-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf",
+  "toolbox": "vulkan-radv-mtp",
+  "mode": "mtp-2",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 2 -np 1",
+  "timestamp": "2026-05-15T10:54:13.838672",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 2.89,
+      "predicted_n": 192,
+      "predicted_per_second": 77.15,
+      "draft_n": 135,
+      "draft_n_accepted": 123,
+      "accept_rate": 0.9111
+    },
+    {
+      "name": "code_cpp",
+      "wall_s": 2.956,
+      "predicted_n": 192,
+      "predicted_per_second": 72.36,
+      "draft_n": 149,
+      "draft_n_accepted": 116,
+      "accept_rate": 0.7785
+    },
+    {
+      "name": "explain_concept",
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+      "predicted_n": 192,
+      "predicted_per_second": 68.88,
+      "draft_n": 155,
+      "draft_n_accepted": 113,
+      "accept_rate": 0.729
+    },
+    {
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+      "predicted_n": 192,
+      "predicted_per_second": 79.57,
+      "draft_n": 134,
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+    },
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+      "draft_n": 137,
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+    },
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+      "draft_n": 165,
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+    },
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+      "draft_n": 166,
+      "draft_n_accepted": 108,
+      "accept_rate": 0.6506
+    },
+    {
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+      "draft_n": 137,
+      "draft_n_accepted": 122,
+      "accept_rate": 0.8905
+    },
+    {
+      "name": "long_code_review",
+      "wall_s": 3.899,
+      "predicted_n": 192,
+      "predicted_per_second": 70.62,
+      "draft_n": 150,
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+      "accept_rate": 0.7667
+    }
+  ],
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+  }
+}
diff --git a/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__mtp-3.json b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__mtp-3.json
new file mode 100644
index 0000000..b82fcfe
--- /dev/null
+++ b/benchmark/results-mtp/Qwen3.6-35B-A3B-UD-Q4_K_XL__vulkan-radv-mtp__mtp-3.json
@@ -0,0 +1,99 @@
+{
+  "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+  "gguf": "Qwen3.6-35B-A3B-MTP-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf",
+  "toolbox": "vulkan-radv-mtp",
+  "mode": "mtp-3",
+  "spec_flags": "--spec-type draft-mtp --spec-draft-n-max 3 -np 1",
+  "timestamp": "2026-05-15T10:54:51.776894",
+  "results": [
+    {
+      "name": "code_python",
+      "wall_s": 2.793,
+      "predicted_n": 192,
+      "predicted_per_second": 80.47,
+      "draft_n": 165,
+      "draft_n_accepted": 136,
+      "accept_rate": 0.8242
+    },
+    {
+      "name": "code_cpp",
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+      "predicted_per_second": 70.24,
+      "draft_n": 185,
+      "draft_n_accepted": 129,
+      "accept_rate": 0.6973
+    },
+    {
+      "name": "explain_concept",
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+      "draft_n": 185,
+      "draft_n_accepted": 129,
+      "accept_rate": 0.6973
+    },
+    {
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+      "draft_n": 159,
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+    },
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+      "draft_n": 165,
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+    },
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+      "draft_n": 185,
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+    },
+    {
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+    "total_predicted": 1728,
+    "total_draft": 1603,
+    "total_draft_accepted": 1182,
+    "aggregate_accept_rate": 0.7374,
+    "wall_s_total": 26.36
+  }
+}
diff --git a/benchmark/results-mtp/summary.json b/benchmark/results-mtp/summary.json
new file mode 100644
index 0000000..a5544bf
--- /dev/null
+++ b/benchmark/results-mtp/summary.json
@@ -0,0 +1,98 @@
+[
+  {
+    "model": "Qwen3.6-27B-UD-Q8_K_XL",
+    "toolbox": "rocm-7.2.3-mtp",
+    "mode": "baseline",
+    "avg_tok_s": 6.5,
+    "accept_rate": null,
+    "wall_s_total": 273.39
+  },
+  {
+    "model": "Qwen3.6-27B-UD-Q8_K_XL",
+    "toolbox": "rocm-7.2.3-mtp",
+    "mode": "mtp-2",
+    "avg_tok_s": 12.4,
+    "accept_rate": 0.7971,
+    "wall_s_total": 147.31
+  },
+  {
+    "model": "Qwen3.6-27B-UD-Q8_K_XL",
+    "toolbox": "rocm-7.2.3-mtp",
+    "mode": "mtp-3",
+    "avg_tok_s": 13.5,
+    "accept_rate": 0.744,
+    "wall_s_total": 135.2
+  },
+  {
+    "model": "Qwen3.6-27B-UD-Q8_K_XL",
+    "toolbox": "vulkan-radv-mtp",
+    "mode": "baseline",
+    "avg_tok_s": 6.3,
+    "accept_rate": null,
+    "wall_s_total": 283.86
+  },
+  {
+    "model": "Qwen3.6-27B-UD-Q8_K_XL",
+    "toolbox": "vulkan-radv-mtp",
+    "mode": "mtp-2",
+    "avg_tok_s": 11.7,
+    "accept_rate": 0.8024,
+    "wall_s_total": 159.41
+  },
+  {
+    "model": "Qwen3.6-27B-UD-Q8_K_XL",
+    "toolbox": "vulkan-radv-mtp",
+    "mode": "mtp-3",
+    "avg_tok_s": 13.3,
+    "accept_rate": 0.7301,
+    "wall_s_total": 141.74
+  },
+  {
+    "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+    "toolbox": "rocm-7.2.3-mtp",
+    "mode": "baseline",
+    "avg_tok_s": 48.7,
+    "accept_rate": null,
+    "wall_s_total": 37.55
+  },
+  {
+    "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+    "toolbox": "rocm-7.2.3-mtp",
+    "mode": "mtp-2",
+    "avg_tok_s": 64.5,
+    "accept_rate": 0.7958,
+    "wall_s_total": 29.33
+  },
+  {
+    "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+    "toolbox": "rocm-7.2.3-mtp",
+    "mode": "mtp-3",
+    "avg_tok_s": 68.3,
+    "accept_rate": 0.7386,
+    "wall_s_total": 27.83
+  },
+  {
+    "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+    "toolbox": "vulkan-radv-mtp",
+    "mode": "baseline",
+    "avg_tok_s": 58.7,
+    "accept_rate": null,
+    "wall_s_total": 31.93
+  },
+  {
+    "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+    "toolbox": "vulkan-radv-mtp",
+    "mode": "mtp-2",
+    "avg_tok_s": 72.8,
+    "accept_rate": 0.7907,
+    "wall_s_total": 26.85
+  },
+  {
+    "model": "Qwen3.6-35B-A3B-UD-Q4_K_XL",
+    "toolbox": "vulkan-radv-mtp",
+    "mode": "mtp-3",
+    "avg_tok_s": 74.6,
+    "accept_rate": 0.7374,
+    "wall_s_total": 26.36
+  }
+]
diff --git a/benchmark/results-mtp/system_info.json b/benchmark/results-mtp/system_info.json
new file mode 100644
index 0000000..10c3b27
--- /dev/null
+++ b/benchmark/results-mtp/system_info.json
@@ -0,0 +1,6 @@
+{
+  "distro": "Fedora Linux 43 (Workstation Edition)",
+  "kernel": "6.19.12-200.fc43.x86_64",
+  "linux_firmware": "linux-firmware-20260309-1.fc43.noarch",
+  "timestamp": "2026-05-15 10:30:23"
+}