diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 701cce47cf..e38197dee6 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -2850,7 +2850,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-09-21T20:34:21.956376+00:00",
+  "generatedAt": "2026-09-21T20:35:46.662371+00:00",
   "summary": {
     "activeBlockCount": 143,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 667d564104..81a272a193 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-21T20:33:06.808859+00:00",
+  "generatedAt": "2026-09-21T20:35:59.051743+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 922.5882352941177,
+      "backlogHours": 960.1224489795918,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.416302644683633,
-      "queueFactor": 0.9249500242172763,
-      "queueWeight": 0.9249500242172763,
-      "recentSuccess": 50,
-      "recentSuccessRate": 0.32679738562091504,
-      "recentTerminal": 153,
-      "recentWilsonLowerBound": 0.25751021482630554,
+      "qualityFactor": 1.3935099231985122,
+      "queueFactor": 0.9212938527141319,
+      "queueWeight": 0.9212938527141319,
+      "recentSuccess": 47,
+      "recentSuccessRate": 0.3197278911564626,
+      "recentTerminal": 147,
+      "recentWilsonLowerBound": 0.2497511340637152,
       "running": 8,
-      "selectionWeight": 1.310009165499119,
+      "selectionWeight": 1.2838321259389314,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.5,
-      "waiting": 23526
+      "throughputPerHour": 24.5,
+      "waiting": 23523
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1132.6,
+      "backlogHours": 1124.8609271523178,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.3345498808143978,
-      "queueFactor": 0.8969288043227356,
-      "queueWeight": 0.8969288043227356,
+      "qualityFactor": 1.383259914879683,
+      "queueFactor": 0.8996681425150285,
+      "queueWeight": 0.8996681425150285,
       "recentSuccess": 48,
-      "recentSuccessRate": 0.32,
-      "recentTerminal": 150,
-      "recentWilsonLowerBound": 0.2506441235970241,
+      "recentSuccessRate": 0.31788079470198677,
+      "recentTerminal": 151,
+      "recentWilsonLowerBound": 0.24891442861703142,
       "running": 8,
-      "selectionWeight": 1.1969962289079072,
+      "selectionWeight": 1.2444748782353008,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.0,
-      "waiting": 28315
+      "throughputPerHour": 25.166666666666668,
+      "waiting": 28309
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 162.86631016042782,
+      "backlogHours": 159.2041884816754,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.1641168155140712,
-      "queueFactor": 1.1997610715402875,
-      "queueWeight": 1.1997610715402875,
-      "recentSuccess": 26,
-      "recentSuccessRate": 0.13903743315508021,
-      "recentTerminal": 187,
-      "recentWilsonLowerBound": 0.0966804268172569,
-      "running": 8,
-      "selectionWeight": 0.19690096643894175,
+      "qualityFactor": 0.2002892289097737,
+      "queueFactor": 1.2062962940423216,
+      "queueWeight": 1.2062962940423216,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.14659685863874344,
+      "recentTerminal": 191,
+      "recentWilsonLowerBound": 0.10341285483870793,
+      "running": 10,
+      "selectionWeight": 0.24160815457045423,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 31.166666666666668,
-      "waiting": 5076
+      "throughputPerHour": 31.833333333333332,
+      "waiting": 5068
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 488.1081081081081,
+      "backlogHours": 490.695652173913,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0176350379431092,
-      "queueWeight": 1.0176350379431092,
+      "queueFactor": 1.0188853915450542,
+      "queueWeight": 1.0188853915450542,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.07027027027027027,
-      "recentTerminal": 185,
-      "recentWilsonLowerBound": 0.041522562178670855,
+      "recentSuccessRate": 0.07065217391304347,
+      "recentTerminal": 184,
+      "recentWilsonLowerBound": 0.04175078477230254,
       "running": 7,
-      "selectionWeight": 0.050881751897155464,
+      "selectionWeight": 0.05094426957725271,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 30.833333333333332,
-      "waiting": 15050
+      "throughputPerHour": 30.666666666666668,
+      "waiting": 15048
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 357.5844155844156,
+      "backlogHours": 359.7647058823529,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.22879930937740392,
-      "queueFactor": 1.0662588957734231,
-      "queueWeight": 1.0662588957734231,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.16233766233766234,
-      "recentTerminal": 154,
-      "recentWilsonLowerBound": 0.11244242622704335,
-      "running": 7,
-      "selectionWeight": 0.24395929897047253,
+      "qualityFactor": 0.2191650119681406,
+      "queueFactor": 1.0674422383255386,
+      "queueWeight": 1.0674422383255386,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.1568627450980392,
+      "recentTerminal": 153,
+      "recentWilsonLowerBound": 0.10773416494874159,
+      "running": 8,
+      "selectionWeight": 0.23394599093791546,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.666666666666668,
-      "waiting": 9178
+      "throughputPerHour": 25.5,
+      "waiting": 9174
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 40.285714285714285,
+      "backlogHours": 38.406417112299465,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -557,136 +557,136 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.06162464985994398,
-      "recentTerminal": 357,
-      "recentWilsonLowerBound": 0.04104449455962321,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.053475935828877004,
+      "recentTerminal": 374,
+      "recentWilsonLowerBound": 0.034880642908819315,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 59.5,
-      "waiting": 2397
+      "throughputPerHour": 62.333333333333336,
+      "waiting": 2394
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 120.44262295081968,
+      "backlogHours": 114.25680933852139,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.18249204138040154,
-      "queueFactor": 1.2553141498738776,
-      "queueWeight": 1.2553141498738776,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.13934426229508196,
-      "recentTerminal": 244,
-      "recentWilsonLowerBound": 0.101458618481839,
-      "running": 5,
-      "selectionWeight": 0.22908484178418725,
+      "qualityFactor": 0.14609118770815877,
+      "queueFactor": 1.26784117842025,
+      "queueWeight": 1.26784117842025,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.1245136186770428,
+      "recentTerminal": 257,
+      "recentWilsonLowerBound": 0.08959557046723406,
+      "running": 6,
+      "selectionWeight": 0.18522042358072593,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 40.666666666666664,
-      "waiting": 4898
+      "throughputPerHour": 42.833333333333336,
+      "waiting": 4894
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 746.5116279069767,
+      "backlogHours": 752.109375,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9548034254511089,
-      "queueWeight": 0.9548034254511089,
+      "queueFactor": 0.9556635385336626,
+      "queueWeight": 0.9556635385336626,
       "recentSuccess": 12,
-      "recentSuccessRate": 0.09302325581395349,
-      "recentTerminal": 129,
-      "recentWilsonLowerBound": 0.05401473201273655,
-      "running": 2,
-      "selectionWeight": 0.04774017127255545,
+      "recentSuccessRate": 0.09375,
+      "recentTerminal": 128,
+      "recentWilsonLowerBound": 0.05444326547008603,
+      "running": 3,
+      "selectionWeight": 0.04778317692668313,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.5,
-      "waiting": 16050
+      "throughputPerHour": 21.333333333333332,
+      "waiting": 16045
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 476.8872180451128,
+      "backlogHours": 487.75384615384615,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.2855987756811503,
-      "queueFactor": 1.0211912915493604,
-      "queueWeight": 1.0211912915493604,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.18045112781954886,
-      "recentTerminal": 133,
-      "recentWilsonLowerBound": 0.12436657584839936,
+      "qualityFactor": 0.28236070410745934,
+      "queueFactor": 1.0198048230775514,
+      "queueWeight": 1.0198048230775514,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.17692307692307693,
+      "recentTerminal": 130,
+      "recentWilsonLowerBound": 0.12088390047519747,
       "running": 8,
-      "selectionWeight": 0.2916509826027499,
+      "selectionWeight": 0.2879528078963604,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.166666666666668,
-      "waiting": 10571
+      "throughputPerHour": 21.666666666666668,
+      "waiting": 10568
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 576.3185840707965,
+      "backlogHours": 597.3577981651375,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.8168108492911055,
-      "queueFactor": 0.9925903789325055,
-      "queueWeight": 0.9925903789325055,
+      "qualityFactor": 0.9336188020106605,
+      "queueFactor": 0.9892635017803625,
+      "queueWeight": 0.9892635017803625,
       "recentSuccess": 31,
-      "recentSuccessRate": 0.2743362831858407,
-      "recentTerminal": 113,
-      "recentWilsonLowerBound": 0.2005129306491566,
+      "recentSuccessRate": 0.28440366972477066,
+      "recentTerminal": 109,
+      "recentWilsonLowerBound": 0.2081822107099771,
       "running": 4,
-      "selectionWeight": 0.81075859041404,
+      "selectionWeight": 0.9235950054050529,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.833333333333332,
-      "waiting": 10854
+      "throughputPerHour": 18.166666666666668,
+      "waiting": 10852
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2525.8846153846157,
+      "backlogHours": 2736.375,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.7952568685973481,
-      "queueWeight": 0.7952568685973481,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.46153846153846156,
-      "recentTerminal": 52,
-      "recentWilsonLowerBound": 0.3334025986239788,
-      "running": 4,
-      "selectionWeight": 1.9881421714933702,
+      "queueFactor": 0.7873554262863315,
+      "queueWeight": 0.7873554262863315,
+      "recentSuccess": 22,
+      "recentSuccessRate": 0.4583333333333333,
+      "recentTerminal": 48,
+      "recentWilsonLowerBound": 0.3257502185455351,
+      "running": 6,
+      "selectionWeight": 1.9683885657158287,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.666666666666666,
+      "throughputPerHour": 8.0,
       "waiting": 21891
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 7898.0,
+      "backlogHours": 7897.5,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 2.2764917757866803,
+      "qualityFactor": 2.395805006612547,
       "queueFactor": 0.7,
       "queueWeight": 0.7,
       "recentSuccess": 7,
@@ -694,60 +694,60 @@
       "recentTerminal": 12,
       "recentWilsonLowerBound": 0.3195073356553728,
       "running": 2,
-      "selectionWeight": 1.593544243050676,
+      "selectionWeight": 1.677063504628783,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 2.0,
-      "waiting": 15796
+      "waiting": 15795
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 520.5628742514971,
+      "backlogHours": 514.4023668639053,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0078559781344099,
-      "queueWeight": 1.0078559781344099,
+      "queueFactor": 1.011699937740095,
+      "queueWeight": 1.011699937740095,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.04790419161676647,
-      "recentTerminal": 167,
-      "recentWilsonLowerBound": 0.02447054596309352,
+      "recentSuccessRate": 0.047337278106508875,
+      "recentTerminal": 169,
+      "recentWilsonLowerBound": 0.024178611011922285,
       "running": 16,
-      "selectionWeight": 0.05039279890672049,
+      "selectionWeight": 0.050584996887004754,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.833333333333332,
+      "throughputPerHour": 28.166666666666668,
       "waiting": 14489
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 608.506329113924,
+      "backlogHours": 612.3821656050956,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.10334986548948663,
-      "queueFactor": 0.9845316679086097,
-      "queueWeight": 0.9845316679086097,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.12025316455696203,
-      "recentTerminal": 158,
-      "recentWilsonLowerBound": 0.07835130078177534,
+      "qualityFactor": 0.12676253264835952,
+      "queueFactor": 0.9855843230013059,
+      "queueWeight": 0.9855843230013059,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.12738853503184713,
+      "recentTerminal": 157,
+      "recentWilsonLowerBound": 0.08399849173135455,
       "running": 6,
-      "selectionWeight": 0.10175121544849473,
+      "selectionWeight": 0.12493516492216436,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 26.333333333333332,
+      "throughputPerHour": 26.166666666666668,
       "waiting": 16024
     }
   },
-  "queueAttemptedAt": "2026-09-21T20:24:41.069044+00:00",
+  "queueAttemptedAt": "2026-09-21T20:35:59.051743+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-21T20:24:41.069044+00:00",
+  "queueUpdatedAt": "2026-09-21T20:35:59.051743+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Kunlunxin_p-800",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 09bcb9d01c..904d658b3d 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-21T20:33:06.808859+00:00",
+  "catalogUpdatedAt": "2026-09-21T20:35:59.051743+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-21T20:33:06.808859+00:00",
+  "generatedAt": "2026-09-21T20:36:00.326951+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -402,19 +402,6 @@
       ],
       "updatedAt": "2026-09-21T19:05:29.405003+00:00"
     },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Instruct-MLX-4bit|2026-08-26T12:23:38+00:00|Iluvatar_bi-150": {
-      "taskTypes": [
-        "asr",
-        "question_answering",
-        "reinforcement_learning",
-        "text-generation",
-        "text-to-image-generation",
-        "text_classification",
-        "vision_classification",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.763044+00:00"
-    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Instruct-MLX-bf16|2026-08-26T12:21:34+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -1911,99 +1898,6 @@
       ],
       "updatedAt": "2026-09-21T18:49:59.694609+00:00"
     },
-    "https://modelscope.cn/models/aisingapore/Gemma-SEA-LION-v4-27B-IT-FP8-Dynamic|2026-08-26T13:13:18+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.168757+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/Llama-SEA-LION-v3.5-70B-R-NVFP4|2026-08-26T15:57:06+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:55.799103+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/Llama-SEA-LION-v3.5-70B-R-NVFP4|2026-08-26T15:57:06+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:55.765051+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/Llama-SEA-LION-v3.5-8B-R-GGUF|2026-08-26T16:01:13+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-09-21T18:49:55.746919+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/Qwen-SEA-LION-v4-32B-IT-8BIT|2026-08-26T16:41:36+00:00|hygon_k100-ai": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:55.977057+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/SEA-LION-v1-7B-IT-GPTQ|2026-08-26T14:51:55+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.186392+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/SEA-LION-v1-7B-IT-GPTQ|2026-08-26T14:51:55+00:00|Ascend_910-b4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.152991+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/SEA-LION-v1-7B-IT-GPTQ|2026-08-26T14:51:55+00:00|Iluvatar_bi-150": {
-      "taskTypes": [
-        "asr",
-        "question_answering",
-        "reinforcement_learning",
-        "text-generation",
-        "text-to-image-generation",
-        "text_classification",
-        "vision_classification",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.230475+00:00"
-    },
-    "https://modelscope.cn/models/aisingapore/SEA-LION-v1-7B-IT-GPTQ|2026-08-26T14:51:55+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.062944+00:00"
-    },
-    "https://modelscope.cn/models/apodex/Apodex-1.1-mini-GPTQ-Int4|2026-08-26T16:41:11+00:00|Iluvatar_bi-150": {
-      "taskTypes": [
-        "asr",
-        "question_answering",
-        "reinforcement_learning",
-        "text-generation",
-        "text-to-image-generation",
-        "text_classification",
-        "vision_classification",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:55.667057+00:00"
-    },
-    "https://modelscope.cn/models/apodex/Apodex-1.1-mini-GPTQ-Int4|2026-08-26T16:41:11+00:00|hygon_k100-ai": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.586501+00:00"
-    },
     "https://modelscope.cn/models/aucaCQS/Spark-X2.5-4B-Coder-Flash|2026-09-20T11:34:53+00:00|Biren_166m": {
       "taskTypes": [
         "text-generation"
@@ -3438,6 +3332,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:20.874444+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-block2-v1_B|2026-09-21T18:24:38+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.290618+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-block2-v1_B|2026-09-21T18:24:38+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3496,6 +3396,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:17.056076+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-block6-v1_C|2026-09-21T18:44:33+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.113329+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-block6-v1_C|2026-09-21T18:44:33+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3554,6 +3460,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:18.523308+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-standard-v1_B|2026-09-21T18:38:06+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.185810+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-standard-v1_B|2026-09-21T18:38:06+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3604,6 +3516,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:20.399727+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g1-v2_B|2026-09-21T18:27:54+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.279573+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g1-v2_B|2026-09-21T18:27:54+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3662,6 +3580,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:16.552460+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g16-v2_B|2026-09-21T18:45:44+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.112987+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g16-v2_B|2026-09-21T18:45:44+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3720,6 +3644,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:17.188810+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g2-v2_C|2026-09-21T18:43:38+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.113495+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g2-v2_C|2026-09-21T18:43:38+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3770,6 +3700,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:20.235020+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g32-v2_C|2026-09-21T18:27:55+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.252727+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g32-v2_C|2026-09-21T18:27:55+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3820,6 +3756,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:21.657905+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g4-v2_B|2026-09-21T18:24:35+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.290945+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g4-v2_B|2026-09-21T18:24:35+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3870,6 +3812,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:19.639683+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g64-v2_B|2026-09-21T18:32:18+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.233274+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g64-v2_B|2026-09-21T18:32:18+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3920,6 +3868,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:19.847990+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g8-v2_C|2026-09-21T18:28:31+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.233811+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g8-v2_C|2026-09-21T18:28:31+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -3970,6 +3924,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:18.623531+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-kda-kernel-32-v2_D|2026-09-21T18:34:41+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.185732+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-kda-kernel-32-v2_D|2026-09-21T18:34:41+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -4028,6 +3988,12 @@
       ],
       "updatedAt": "2026-09-21T20:22:28.753949+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-kda-kernel-64-v2|2026-09-21T20:13:14+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.069246+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-kda-kernel-64-v2|2026-09-21T20:13:14+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -4078,6 +4044,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:18.975755+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-kda-kernel-8-v2_D|2026-09-21T18:33:37+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.185757+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-kda-kernel-8-v2_D|2026-09-21T18:33:37+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -4136,6 +4108,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:17.707774+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-mamba2-n128-g8-v1_B|2026-09-21T18:42:39+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.114117+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-mamba2-n128-g8-v1_B|2026-09-21T18:42:39+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -4186,6 +4164,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:21.189893+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-mamba2-n64-g4-v1_B|2026-09-21T18:24:35+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.326951+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-mamba2-n64-g4-v1_B|2026-09-21T18:24:35+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -4244,6 +4228,12 @@
       ],
       "updatedAt": "2026-09-21T19:05:18.352055+00:00"
     },
+    "https://modelscope.cn/models/nkkbr/Mini-K3-1H-mamba2-n64-g8-v1_C|2026-09-21T18:39:37+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T20:36:00.185786+00:00"
+    },
     "https://modelscope.cn/models/nkkbr/Mini-K3-1H-mamba2-n64-g8-v1_C|2026-09-21T18:39:37+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -5209,22 +5199,6 @@
       ],
       "updatedAt": "2026-09-21T18:50:35.624445+00:00"
     },
-    "https://modelscope.cn/models/ornith-ai/Ornith-1.5-35B-A3B-NVFP4|2026-08-26T12:24:21+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.728812+00:00"
-    },
-    "https://modelscope.cn/models/ornith-ai/Ornith-1.5-35B-A3B-NVFP4|2026-08-26T12:24:21+00:00|Ascend_910-b4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.697937+00:00"
-    },
     "https://modelscope.cn/models/ornith-ai/Ornith-1.5-35B-A3B-NVFP4|2026-08-26T12:24:21+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -5238,21 +5212,6 @@
       ],
       "updatedAt": "2026-09-21T18:49:56.789875+00:00"
     },
-    "https://modelscope.cn/models/ornith-ai/Ornith-1.5-35B-A3B-NVFP4|2026-08-26T12:24:21+00:00|MetaX_c-500": {
-      "taskTypes": [
-        "feature_emb",
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.759761+00:00"
-    },
-    "https://modelscope.cn/models/ornith-ai/Ornith-1.5-35B-A3B-NVFP4|2026-08-26T12:24:21+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T18:49:56.665245+00:00"
-    },
     "https://modelscope.cn/models/ornith-ai/Ornith-1.5-35B-A3B-NVFP4|2026-08-26T12:24:21+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -6890,6 +6849,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-21T20:33:06.808859+00:00",
+  "taskTreeUpdatedAt": "2026-09-21T20:35:59.051743+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 13276fb958..9976a5fb43 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -2298,6 +2298,7 @@
 {"batchId": "cce5e92d1c4245ccaa9b0f47123ca463", "completedAt": "2026-09-21T20:33:08.725073+00:00", "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configSource": "modelhub_live", "createdAt": "2026-09-21T20:33:07.585254+00:00", "framework": "vllm", "intentId": "58af8c4dd5cb48ff8c5c9e1e76692bc3", "lastModified": "2026-09-21T18:38:06+00:00", "modelAddress": "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-standard-v1_B", "reason": null, "reconciledAt": "2026-09-21T20:34:37.599193+00:00", "repoId": "nkkbr/Mini-K3-1H-attnres-standard-v1_B", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Mthreads_s4000", "taskId": "5006958", "taskType": "text-generation"}
 {"batchId": "cce5e92d1c4245ccaa9b0f47123ca463", "completedAt": "2026-09-21T20:33:08.725090+00:00", "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configSource": "modelhub_live", "createdAt": "2026-09-21T20:33:07.585378+00:00", "framework": "vllm", "intentId": "7cbe83ffaa49416c88c2b422ffa1d101", "lastModified": "2026-09-21T18:27:55+00:00", "modelAddress": "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g32-v2_C", "reason": null, "reconciledAt": "2026-09-21T20:34:37.600818+00:00", "repoId": "nkkbr/Mini-K3-1H-decay-g32-v2_C", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Mthreads_s4000", "taskId": "5006960", "taskType": "text-generation"}
 {"batchId": "cce5e92d1c4245ccaa9b0f47123ca463", "completedAt": "2026-09-21T20:33:08.725093+00:00", "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configSource": "modelhub_live", "createdAt": "2026-09-21T20:33:07.585441+00:00", "framework": "vllm", "intentId": "da0b0b58b85849e280a9e40b5e2cf571", "lastModified": "2026-09-21T18:32:18+00:00", "modelAddress": "https://modelscope.cn/models/nkkbr/Mini-K3-1H-decay-g64-v2_B", "reason": null, "reconciledAt": "2026-09-21T20:34:37.601108+00:00", "repoId": "nkkbr/Mini-K3-1H-decay-g64-v2_B", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Mthreads_s4000", "taskId": "5006959", "taskType": "text-generation"}
+{"batchId": "24082fb4e4bc48b988e1e4deac30068b", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-09-21T20:36:00.461127+00:00", "framework": "vllm_fix_tokenizer", "intentId": "7ef98d8672514b6cb8bcf83850090ffe", "lastModified": "2026-09-21T18:44:33+00:00", "modelAddress": "https://modelscope.cn/models/nkkbr/Mini-K3-1H-attnres-block6-v1_C", "repoId": "nkkbr/Mini-K3-1H-attnres-block6-v1_C", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Biren_166m", "taskType": "text-generation"}
 {"batchId": "f8d3f1991720478ea905a5ecf7d43601", "completedAt": "2026-09-21T19:05:00.691781+00:00", "configFingerprint": "2ebd1d3ee8ed952dd08e24120ad5d7342c9a018f55c478225a242b664721e8d0", "configSource": "modelhub_live", "createdAt": "2026-09-21T19:00:55.137064+00:00", "framework": "vllm", "intentId": "64b834dd640742a0b32535bde02b94ad", "repoId": "CohereLabs/tiny-aya-base-32K", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 2048}, "status": "age_policy_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "f8d3f1991720478ea905a5ecf7d43601", "completedAt": "2026-09-21T19:05:00.691779+00:00", "configFingerprint": "2ebd1d3ee8ed952dd08e24120ad5d7342c9a018f55c478225a242b664721e8d0", "configSource": "modelhub_live", "createdAt": "2026-09-21T19:00:55.137007+00:00", "framework": "vllm", "intentId": "d6229ef4ac9942078baa35e312133d9d", "repoId": "neuralmagic/Llama-3.2-1B-Instruct-quantized.w8a8", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 2048}, "status": "age_policy_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "f8d3f1991720478ea905a5ecf7d43601", "completedAt": "2026-09-21T19:05:00.691776+00:00", "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configSource": "modelhub_live", "createdAt": "2026-09-21T19:00:55.136949+00:00", "framework": "vllm", "intentId": "cff6b666a842431faf928f94c2086fdf", "repoId": "nm-testing/llama-3-instruct-w8a8-dyn-per-token-test", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Mthreads_s4000", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index d75114526e..33b56aee03 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.20.2",
   "checksums": {
     ".modelhub_state/account_capacity.json": "68d2a8390ad022f2ddcd30841f3860c4535387fa64cb46dc7507eb16837e798f",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "975387951c11f5a0bcb1681fb6fa5dae3c029c8f1db4b8c78d0c583370daa14e",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "689f079948e0213cbf6a6ec33b347478e187044a4318b3d35e544f270e5031c1",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "e6a40c7bde9972caeec6e100ad4355fac7dd3885859674e3ac42b371ceb5506c",
-    ".modelhub_state/official_capabilities.json": "eb3e26a1b123b747e4c120b4adac3487021ba8ac1f87b26d4a2971734892b7c1",
+    ".modelhub_state/market_intelligence.json": "85a4645e30012041438d92469444e8bb368ebf917f42e1096486d2bfeb31c2ef",
+    ".modelhub_state/official_capabilities.json": "3b5f7532448e1d1238fe6b7e95eae254fb8a5e81a6ebd9e1775acddec94d5208",
     ".modelhub_state/outcome_checkpoint.json": "46b2561d6b3cd6d53c15cc3f6ecd04e222db80779f35b6c1a90c3d097b2d3cb0",
     ".modelhub_state/queue_cleanup_latest.json": "f93bde2de8f7cc7073f34b5456a3df43c8f54023eacfce210dc11e227efd469c",
     ".modelhub_state/recent_outcomes.jsonl": "66d40a9d21096075d50bc8a3aa6f1faa0bfc0a38ea81924b3c6449bfba8cb0ca",
     ".modelhub_state/recovery_active_tasks.jsonl": "b56d953796eeb2139d55526911c8a4627665030004bdb914a25181804cc0e048",
-    ".modelhub_state/recovery_intents.jsonl": "d2eaa1e81ae1d0cc2d65fe6811a33b15ee2ff14d58a401fe50b8310d7337ed1a",
+    ".modelhub_state/recovery_intents.jsonl": "24f8b72a6ebc97a54fa531d46b7eed26a72eb37a53f1f39c37f9888c15f2ecff",
     ".modelhub_state/routing_intelligence.json": "8444768720b8ff2ebefb5ec996b6413c226429f43ac67974a9b24ad9bff38e4c",
     ".modelhub_state/submission_exclusions.jsonl": "80315f370e9cc3cdadaf390e12573ef887794214779379c50b7b37b7631e8989",
     ".modelhub_state/worker_crashes.jsonl": "07505b69e0b050da5f90f8b046a3069d3e1ca2574ca39896bc7d8a66293167f7",
     "ledger/submissions.jsonl": "dd605af04eddbc888268ed822d5ab70c711db5a6d46fb26c12eee0d77922cb1f",
     "outcomes/submissions.jsonl": "f5092578d3cc5a70f573a8bfef65d3deadcf5c9c1fef0c315a24f6ccf5788f59"
   },
-  "generation": 11720,
-  "phase": "cycle_no_slots",
+  "generation": 11721,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-21T20:34:37.782809+00:00",
+  "updatedAt": "2026-09-21T20:36:00.631917+00:00",
   "writerId": "8b35139af6674067a339a670222d4b67"
 }