diff --git "a/axquant_plan.json" "b/axquant_plan.json"
--- "a/axquant_plan.json"
+++ "b/axquant_plan.json"
@@ -1,5 +1,5 @@
 {
-  "analysis_sha256": "033353d9149663dc9d7359ffe408a14e91e5ee2cb6d88ff5b73978bc61c0a428",
+  "analysis_sha256": "5377dab918d8993abd07eb4c6f09302339a35c41d23323526040ea5436bfe68e",
   "architecture_profile": {
     "adapter_id": "qwen38-dense-v1",
     "audio_present": false,
@@ -8,7 +8,7 @@
     "mtp_declared": true,
     "notes": [
       "Qwen 3.8 dense (e.g. Qwen3.8-27B) shares Qwen 3.5/3.6 hybrid dense tensor conventions; language path quantizes, vision stays BF16-protected.",
-      "AXQ 4/6-bit ± MTP packs are checkpoint Tier 1 certified; MTP packs also have scoped Tier 2 on AX Engine 6.16.1. Not the Qwen 3.6 campaign track and not the Super-class 2.4T MoE stream path."
+      "AXQ 4/6-bit ± MTP packs are checkpoint Tier 1 certified; MTP packs also have scoped MTP acceleration certification (MTP-P evidence) on AX Engine 6.16.1. Not the Qwen 3.6 campaign track and not the Super-class 2.4T MoE stream path."
     ],
     "optimization_scope": "text-path",
     "product_family": "qwen3.8",
@@ -137,7 +137,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -166,7 +166,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -195,7 +195,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -224,7 +224,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -282,7 +282,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -311,7 +311,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -340,7 +340,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -369,7 +369,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -543,7 +543,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -572,7 +572,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -601,7 +601,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -630,7 +630,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -688,7 +688,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -717,7 +717,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -746,7 +746,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -775,7 +775,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -949,7 +949,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -978,7 +978,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -1007,7 +1007,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1036,7 +1036,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -1094,7 +1094,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1123,7 +1123,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1152,7 +1152,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1181,7 +1181,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1268,7 +1268,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -1297,7 +1297,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1326,7 +1326,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1413,7 +1413,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -1442,7 +1442,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1500,7 +1500,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
         "cosine_distance": 0.0,
         "decode_latency_cost": 0.0,
@@ -1529,7 +1529,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1674,7 +1674,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -1703,7 +1703,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -11389,7 +11389,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -11418,7 +11418,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -11476,7 +11476,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -11505,7 +11505,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -11534,7 +11534,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -11563,7 +11563,7 @@
     {
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       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -11737,7 +11737,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -11766,7 +11766,7 @@
     {
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       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -11795,7 +11795,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -11824,7 +11824,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
       "metrics": {
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         "decode_latency_cost": 0.0,
@@ -11882,7 +11882,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -11911,7 +11911,7 @@
     {
       "bits": 4,
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-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -11940,7 +11940,7 @@
     {
       "bits": 4,
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-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -11969,7 +11969,7 @@
     {
       "bits": 4,
       "group_size": 32,
-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -12143,7 +12143,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -12172,7 +12172,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -12201,7 +12201,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12230,7 +12230,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -12288,7 +12288,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12317,7 +12317,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12346,7 +12346,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12375,7 +12375,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12462,7 +12462,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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         "decode_latency_cost": 0.0,
@@ -12491,7 +12491,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12520,7 +12520,7 @@
     {
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@@ -12607,7 +12607,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12636,7 +12636,7 @@
     {
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-      "method": "affine",
+      "method": "mxfp4",
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@@ -12694,7 +12694,7 @@
     {
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@@ -12723,7 +12723,7 @@
     {
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+      "method": "mxfp4",
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@@ -12897,7 +12897,7 @@
     {
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+      "method": "mxfp4",
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@@ -12926,7 +12926,7 @@
     {
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@@ -12955,7 +12955,7 @@
     {
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@@ -12984,7 +12984,7 @@
     {
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@@ -13042,7 +13042,7 @@
     {
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@@ -13071,7 +13071,7 @@
     {
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@@ -13100,7 +13100,7 @@
     {
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@@ -13129,7 +13129,7 @@
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@@ -13216,7 +13216,7 @@
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@@ -13245,7 +13245,7 @@
     {
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@@ -13274,7 +13274,7 @@
     {
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@@ -13361,7 +13361,7 @@
     {
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@@ -13390,7 +13390,7 @@
     {
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@@ -13448,7 +13448,7 @@
     {
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@@ -13477,7 +13477,7 @@
     {
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@@ -13622,7 +13622,7 @@
     {
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@@ -13651,7 +13651,7 @@
     {
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@@ -13680,7 +13680,7 @@
     {
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+      "method": "mxfp4",
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@@ -13709,7 +13709,7 @@
     {
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@@ -13767,7 +13767,7 @@
     {
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@@ -33516,7 +33516,7 @@
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@@ -33545,7 +33545,7 @@
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@@ -33777,7 +33777,7 @@
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@@ -33864,7 +33864,7 @@
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@@ -33893,7 +33893,7 @@
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@@ -33922,7 +33922,7 @@
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@@ -34038,7 +34038,7 @@
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@@ -34067,7 +34067,7 @@
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@@ -34096,7 +34096,7 @@
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@@ -34183,7 +34183,7 @@
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@@ -34270,7 +34270,7 @@
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@@ -34299,7 +34299,7 @@
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@@ -34806,33 +34806,26 @@
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-  "created_at": "2026-08-15T16:01:00.565115Z",
+  "created_at": "2026-10-04T19:25:40.790339Z",
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   "hardware": {
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+    "name": "ax-engine-apple-silicon-mxfp4",
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-      "gptq-act",
+      "mxfp4",
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   "profile": "agent-coding",
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-    "axquant": "1.8.1",
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