diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 72b0241b9b..fa72d9068b 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -452,7 +452,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-21T02:47:49.646959+00:00",
+  "generatedAt": "2026-10-21T03:22:29.542744+00:00",
   "summary": {
     "activeBlockCount": 21,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index b4497b0793..79eae9acae 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-21T03:02:50.214150+00:00",
+  "communityAttemptedAt": "2026-10-21T03:22:29.548802+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-21T03:02:50.214150+00:00",
+  "communityUpdatedAt": "2026-10-21T03:22:29.548802+00:00",
   "frameworkAttemptedAt": "2026-10-21T02:13:34.272848+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -452,121 +452,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-21T03:02:50.214150+00:00",
+  "generatedAt": "2026-10-21T03:22:29.548802+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1070.3396226415093,
+      "backlogHours": 1070.301886792453,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9978976198806402,
-      "queueWeight": 0.9978976198806402,
-      "recentSuccess": 57,
-      "recentSuccessRate": 0.3584905660377358,
+      "queueFactor": 0.9951912341609627,
+      "queueWeight": 0.9951912341609627,
+      "recentSuccess": 56,
+      "recentSuccessRate": 0.3522012578616352,
       "recentTerminal": 159,
-      "recentWilsonLowerBound": 0.2880963469218176,
+      "recentWilsonLowerBound": 0.2822401786442611,
       "running": 8,
-      "selectionWeight": 2.4947440497016005,
+      "selectionWeight": 2.4879780854024065,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 26.5,
-      "waiting": 28364
+      "waiting": 28363
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1289.9605263157896,
+      "backlogHours": 1352.3172413793102,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.1152534915936534,
-      "queueFactor": 0.970348556359073,
-      "queueWeight": 0.970348556359073,
-      "recentSuccess": 40,
-      "recentSuccessRate": 0.2631578947368421,
-      "recentTerminal": 152,
-      "recentWilsonLowerBound": 0.19961325660556514,
+      "qualityFactor": 1.6627938863649108,
+      "queueFactor": 0.9608834159819472,
+      "queueWeight": 0.9608834159819472,
+      "recentSuccess": 44,
+      "recentSuccessRate": 0.30344827586206896,
+      "recentTerminal": 145,
+      "recentWilsonLowerBound": 0.23448664658031904,
       "running": 8,
-      "selectionWeight": 1.0821846155423172,
+      "selectionWeight": 1.5977510696042132,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.333333333333332,
-      "waiting": 32679
+      "throughputPerHour": 24.166666666666668,
+      "waiting": 32681
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 154.64835164835165,
+      "backlogHours": 162.58959537572255,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.11930915702889283,
+      "qualityFactor": 0.12170734925765198,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 20,
-      "recentSuccessRate": 0.10989010989010989,
-      "recentTerminal": 182,
-      "recentWilsonLowerBound": 0.07227068842832493,
-      "running": 8,
-      "selectionWeight": 0.1551019041375607,
+      "recentSuccess": 19,
+      "recentSuccessRate": 0.10982658959537572,
+      "recentTerminal": 173,
+      "recentWilsonLowerBound": 0.07144501422061346,
+      "running": 7,
+      "selectionWeight": 0.15821955403494758,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 30.333333333333332,
-      "waiting": 4691
+      "throughputPerHour": 28.833333333333332,
+      "waiting": 4688
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1040.5142857142857,
+      "backlogHours": 1002.6055045871559,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.1538006222260717,
-      "queueFactor": 1.0021368224395781,
-      "queueWeight": 1.0021368224395781,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.13333333333333333,
-      "recentTerminal": 105,
-      "recentWilsonLowerBound": 0.08111317960230989,
-      "running": 7,
-      "selectionWeight": 0.15412926684686543,
+      "qualityFactor": 0.2144106189399256,
+      "queueFactor": 1.004992852258121,
+      "queueWeight": 1.004992852258121,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.14678899082568808,
+      "recentTerminal": 109,
+      "recentWilsonLowerBound": 0.09241831740304013,
+      "running": 6,
+      "selectionWeight": 0.21548113948286496,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 17.5,
-      "waiting": 18209
+      "throughputPerHour": 18.166666666666668,
+      "waiting": 18214
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 351.37278106508876,
+      "backlogHours": 353.5357142857143,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.6199069899943911,
-      "queueFactor": 1.1793671037817448,
-      "queueWeight": 1.1793671037817448,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.20710059171597633,
-      "recentTerminal": 169,
-      "recentWilsonLowerBound": 0.1528476968527132,
+      "qualityFactor": 0.6095170819746795,
+      "queueFactor": 1.175080154613822,
+      "queueWeight": 1.175080154613822,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.20238095238095238,
+      "recentTerminal": 168,
+      "recentWilsonLowerBound": 0.14859470220395438,
       "running": 7,
-      "selectionWeight": 0.731097911403744,
+      "selectionWeight": 0.716231426926572,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 28.166666666666668,
-      "waiting": 9897
+      "submissionEligible": false,
+      "throughputPerHour": 28.0,
+      "waiting": 9899
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 74.05479452054794,
+      "backlogHours": 75.9434628975265,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -575,197 +575,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.03424657534246575,
-      "recentTerminal": 292,
-      "recentWilsonLowerBound": 0.018706315531379858,
-      "running": 24,
+      "recentSuccess": 11,
+      "recentSuccessRate": 0.038869257950530034,
+      "recentTerminal": 283,
+      "recentWilsonLowerBound": 0.02184004553192932,
+      "running": 10,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 48.666666666666664,
-      "waiting": 3604
+      "throughputPerHour": 47.166666666666664,
+      "waiting": 3582
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 323.32450331125824,
+      "backlogHours": 340.95104895104896,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
       "qualityFactor": 0.05,
-      "queueFactor": 1.194176262996751,
-      "queueWeight": 1.194176262996751,
+      "queueFactor": 1.1814862753049782,
+      "queueWeight": 1.1814862753049782,
       "recentSuccess": 9,
-      "recentSuccessRate": 0.059602649006622516,
-      "recentTerminal": 151,
-      "recentWilsonLowerBound": 0.03167039680644732,
-      "running": 3,
-      "selectionWeight": 0.05970881314983755,
+      "recentSuccessRate": 0.06293706293706294,
+      "recentTerminal": 143,
+      "recentWilsonLowerBound": 0.03346110825773375,
+      "running": 9,
+      "selectionWeight": 0.05907431376524891,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 25.166666666666668,
-      "waiting": 8137
+      "throughputPerHour": 23.833333333333332,
+      "waiting": 8126
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2698.0,
+      "backlogHours": 2856.705882352941,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.7953920719335172,
-      "queueFactor": 0.8686762250427241,
-      "queueWeight": 0.8686762250427241,
+      "qualityFactor": 2.1521196220879606,
+      "queueFactor": 0.858919883071649,
+      "queueWeight": 0.858919883071649,
       "recentSuccess": 14,
-      "recentSuccessRate": 0.3888888888888889,
-      "recentTerminal": 36,
-      "recentWilsonLowerBound": 0.24784655417822946,
+      "recentSuccessRate": 0.4117647058823529,
+      "recentTerminal": 34,
+      "recentWilsonLowerBound": 0.2636573778568886,
       "running": 2,
-      "selectionWeight": 1.5596144075188427,
+      "selectionWeight": 1.8484983341599925,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.0,
+      "throughputPerHour": 5.666666666666667,
       "waiting": 16188
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 383.16,
+      "backlogHours": 388.2567567567567,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5911940342240811,
-      "queueFactor": 1.1641453358756502,
-      "queueWeight": 1.1641453358756502,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.20666666666666667,
-      "recentTerminal": 150,
-      "recentWilsonLowerBound": 0.14958803521394032,
-      "running": 7,
-      "selectionWeight": 0.6882357775394735,
+      "qualityFactor": 0.5849288315781804,
+      "queueFactor": 1.1586829925003443,
+      "queueWeight": 1.1586829925003443,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.20270270270270271,
+      "recentTerminal": 148,
+      "recentWilsonLowerBound": 0.14583936224518,
+      "running": 6,
+      "selectionWeight": 0.6777470889727361,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 25.0,
-      "waiting": 9579
+      "throughputPerHour": 24.666666666666668,
+      "waiting": 9577
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 623.4159292035399,
+      "backlogHours": 591.8823529411765,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.7805269903883332,
-      "queueFactor": 1.0821751149818921,
-      "queueWeight": 1.0821751149818921,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.23893805309734514,
-      "recentTerminal": 113,
-      "recentWilsonLowerBound": 0.16972325412759412,
+      "qualityFactor": 0.7995575241456578,
+      "queueFactor": 1.0876700673503998,
+      "queueWeight": 1.0876700673503998,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.23529411764705882,
+      "recentTerminal": 119,
+      "recentWilsonLowerBound": 0.16810390246860613,
       "running": 4,
-      "selectionWeight": 0.8446668855699646,
+      "selectionWeight": 0.8696547861380266,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.833333333333332,
-      "waiting": 11741
+      "throughputPerHour": 19.833333333333332,
+      "waiting": 11739
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2762.0,
+      "backlogHours": 2762.2105263157896,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.4983998637713064,
-      "queueFactor": 0.8656267645809244,
-      "queueWeight": 0.8656267645809244,
-      "recentSuccess": 13,
-      "recentSuccessRate": 0.22807017543859648,
+      "qualityFactor": 0.64370628462811,
+      "queueFactor": 0.8632646738757586,
+      "queueWeight": 0.8632646738757586,
+      "recentSuccess": 14,
+      "recentSuccessRate": 0.24561403508771928,
       "recentTerminal": 57,
-      "recentWilsonLowerBound": 0.13841760968495656,
+      "recentWilsonLowerBound": 0.15232700465447838,
       "running": 4,
-      "selectionWeight": 0.43142826154392944,
+      "selectionWeight": 0.5556888958712616,
       "stale": false,
-      "submissionEligible": false,
+      "submissionEligible": true,
       "throughputPerHour": 9.5,
-      "waiting": 26239
+      "waiting": 26241
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3013.945945945946,
+      "backlogHours": 3097.1666666666665,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.13525392957239338,
-      "queueFactor": 0.8543659041933207,
-      "queueWeight": 0.8543659041933207,
+      "qualityFactor": 0.15057897211349602,
+      "queueFactor": 0.848570244940441,
+      "queueWeight": 0.848570244940441,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.16216216216216217,
-      "recentTerminal": 37,
-      "recentWilsonLowerBound": 0.07651103235297099,
+      "recentSuccessRate": 0.16666666666666666,
+      "recentTerminal": 36,
+      "recentWilsonLowerBound": 0.07870340628564097,
       "running": 2,
-      "selectionWeight": 0.11555634583481758,
+      "selectionWeight": 0.12777683524922914,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 6.166666666666667,
-      "waiting": 18586
+      "throughputPerHour": 6.0,
+      "waiting": 18583
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 1505.4324324324323,
+      "backlogHours": 1506.162162162162,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9481237749346891,
-      "queueWeight": 0.9481237749346891,
-      "recentSuccess": 6,
-      "recentSuccessRate": 0.08108108108108109,
+      "queueFactor": 0.9454786484525103,
+      "queueWeight": 0.9454786484525103,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.0945945945945946,
       "recentTerminal": 74,
-      "recentWilsonLowerBound": 0.03768933680933338,
-      "running": 15,
-      "selectionWeight": 0.04740618874673446,
+      "recentWilsonLowerBound": 0.046579345930590606,
+      "running": 16,
+      "selectionWeight": 0.047273932422625516,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 12.333333333333334,
-      "waiting": 18567
+      "waiting": 18576
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1675.3636363636365,
+      "backlogHours": 1552.1684210526316,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 1.676962944292713,
-      "queueFactor": 0.9330348478011266,
-      "queueWeight": 0.9330348478011266,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.32954545454545453,
-      "recentTerminal": 88,
-      "recentWilsonLowerBound": 0.240276916679746,
+      "qualityFactor": 1.6093579170543553,
+      "queueFactor": 0.9412211100976139,
+      "queueWeight": 0.9412211100976139,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.3157894736842105,
+      "recentTerminal": 95,
+      "recentWilsonLowerBound": 0.23103088128713048,
       "running": 6,
-      "selectionWeight": 1.5646648654962805,
+      "selectionWeight": 1.5147616452342838,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 14.666666666666666,
-      "waiting": 24572
+      "throughputPerHour": 15.833333333333334,
+      "waiting": 24576
     }
   },
-  "queueAttemptedAt": "2026-10-21T03:02:50.214150+00:00",
+  "queueAttemptedAt": "2026-10-21T03:22:29.548802+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-21T03:02:50.214150+00:00",
+  "queueUpdatedAt": "2026-10-21T03:22:29.548802+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index fca7634514..cb30f0a643 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T03:02:50.214150+00:00",
+  "catalogUpdatedAt": "2026-10-21T03:22:29.548802+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-21T03:18:04.858144+00:00",
+  "generatedAt": "2026-10-21T03:24:12.042325+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -555,6 +555,13 @@
       ],
       "updatedAt": "2026-10-21T03:16:45.858875+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3-30B-A3B-Instruct-2507-MNN|2026-10-21T02:17:25+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:12.042325+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3-30B-A3B-Instruct-2507-MNN|2026-10-21T02:17:25+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -690,6 +697,13 @@
       ],
       "updatedAt": "2026-10-21T03:16:20.460846+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3-30B-A3B-MNN|2026-10-21T02:17:40+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:12.042026+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3-30B-A3B-MNN|2026-10-21T02:17:40+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -841,6 +855,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:59.260713+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3-30B-A3B-Thinking-2507-MNN|2026-10-21T02:17:54+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:12.042149+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3-30B-A3B-Thinking-2507-MNN|2026-10-21T02:17:54+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -992,6 +1013,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:54.157604+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3-Coder-30B-A3B-Instruct-MNN|2026-10-21T02:18:07+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.949535+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3-Coder-30B-A3B-Instruct-MNN|2026-10-21T02:18:07+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -1143,6 +1171,13 @@
       ],
       "updatedAt": "2026-10-21T03:16:04.372039+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3-VL-30B-A3B-Instruct-MNN|2026-10-21T02:18:20+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.949389+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3-VL-30B-A3B-Instruct-MNN|2026-10-21T02:18:20+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -1294,6 +1329,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:56.869397+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3-VL-30B-A3B-Thinking-MNN|2026-10-21T02:18:35+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.949369+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3-VL-30B-A3B-Thinking-MNN|2026-10-21T02:18:35+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -1437,6 +1479,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:33.455193+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-Base-MNN|2026-10-21T02:18:50+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.949329+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-Base-MNN|2026-10-21T02:18:50+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -1588,6 +1637,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:32.551620+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled-MNN|2026-10-21T02:18:56+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.864438+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled-MNN|2026-10-21T02:18:56+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -1739,6 +1795,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:32.265453+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-MNN|2026-10-21T02:19:08+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.864148+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-MNN|2026-10-21T02:19:08+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -1890,6 +1953,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:32.479356+00:00"
     },
+    "https://modelscope.cn/models/MNN/Qwen3.6-35B-A3B-MNN|2026-10-21T02:19:20+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.863906+00:00"
+    },
     "https://modelscope.cn/models/MNN/Qwen3.6-35B-A3B-MNN|2026-10-21T02:19:20+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -2033,6 +2103,13 @@
       ],
       "updatedAt": "2026-10-21T03:15:31.363605+00:00"
     },
+    "https://modelscope.cn/models/MNN/gpt-oss-20b-MNN|2026-10-21T02:19:46+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T03:24:11.863611+00:00"
+    },
     "https://modelscope.cn/models/MNN/gpt-oss-20b-MNN|2026-10-21T02:19:46+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -2527,14 +2604,6 @@
       ],
       "updatedAt": "2026-10-19T02:09:25.462859+00:00"
     },
-    "https://modelscope.cn/models/Tdamre/Qwen3.8-27B-Unleashed-GGUF|2026-08-31T18:41:26+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:20.955899+00:00"
-    },
     "https://modelscope.cn/models/Tdamre/Qwen3.8-27B-Unleashed-GGUF|2026-08-31T18:41:26+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
         "text-generation",
@@ -2551,20 +2620,6 @@
       ],
       "updatedAt": "2026-10-19T02:09:21.570723+00:00"
     },
-    "https://modelscope.cn/models/Tdamre/Qwen3.8-27B-Unleashed-GGUF|2026-08-31T18:41:26+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.183643+00:00"
-    },
-    "https://modelscope.cn/models/Tdamre/Qwen3.8-27B-Unleashed-GGUF|2026-08-31T18:41:26+00:00|MetaX_c-500": {
-      "taskTypes": [
-        "feature_emb",
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.260006+00:00"
-    },
     "https://modelscope.cn/models/Teleportal/Qwen2.5-14B-self|2026-10-17T18:17:43+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -4278,22 +4333,6 @@
       ],
       "updatedAt": "2026-10-19T09:54:54.858084+00:00"
     },
-    "https://modelscope.cn/models/ewinregirgojr/Qwen3.8-19B-Pruned|2026-08-31T18:36:01+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.155215+00:00"
-    },
-    "https://modelscope.cn/models/ewinregirgojr/Qwen3.8-19B-Pruned|2026-08-31T18:36:01+00:00|Ascend_910-b4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.055950+00:00"
-    },
     "https://modelscope.cn/models/ewinregirgojr/Qwen3.8-19B-Pruned|2026-08-31T18:36:01+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
         "text-generation",
@@ -4310,20 +4349,6 @@
       ],
       "updatedAt": "2026-10-19T02:09:21.553054+00:00"
     },
-    "https://modelscope.cn/models/ewinregirgojr/Qwen3.8-19B-Pruned|2026-08-31T18:36:01+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.269536+00:00"
-    },
-    "https://modelscope.cn/models/ewinregirgojr/Qwen3.8-19B-Pruned|2026-08-31T18:36:01+00:00|MetaX_c-500": {
-      "taskTypes": [
-        "feature_emb",
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.371516+00:00"
-    },
     "https://modelscope.cn/models/facebook/OMol25|2026-10-19T12:26:02+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -4871,22 +4896,6 @@
       ],
       "updatedAt": "2026-10-19T02:09:22.559135+00:00"
     },
-    "https://modelscope.cn/models/incoai/GLM-5.3-Flash-DFlash2|2026-08-31T17:31:00+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.250775+00:00"
-    },
-    "https://modelscope.cn/models/incoai/GLM-5.3-Flash-DFlash2|2026-08-31T17:31:00+00:00|Ascend_910-b4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.183567+00:00"
-    },
     "https://modelscope.cn/models/incoai/GLM-5.3-Flash-DFlash2|2026-08-31T17:31:00+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
         "text-generation",
@@ -4903,20 +4912,6 @@
       ],
       "updatedAt": "2026-10-19T02:09:21.562917+00:00"
     },
-    "https://modelscope.cn/models/incoai/GLM-5.3-Flash-DFlash2|2026-08-31T17:31:00+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.295804+00:00"
-    },
-    "https://modelscope.cn/models/incoai/GLM-5.3-Flash-DFlash2|2026-08-31T17:31:00+00:00|MetaX_c-500": {
-      "taskTypes": [
-        "feature_emb",
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-19T02:09:21.379292+00:00"
-    },
     "https://modelscope.cn/models/incoai/Muse-Glimmer-30B-DFlash2-GGUF|2026-10-20T13:54:35+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -6634,6 +6629,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-21T03:02:50.214150+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T03:22:29.548802+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 50b16330ba..b58c631809 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -17,6 +17,7 @@
 {"agentVersion": "2026.10.18.1", "batchId": "bfe3dc34c9904a8ab93fd1f2f6897b91", "completedAt": "2026-10-20T18:21:32.501148+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-20T18:19:57.975199+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "8382e4fc171c4420803efb83b010a598", "lastModified": "2026-10-20T14:17:21+00:00", "modelAddress": "https://modelscope.cn/models/hf/esatapedico-MiniCPM-V-4.7-35B-A3B-NVFP4", "reason": null, "reconciledAt": "2026-10-21T03:22:25.658871+00:00", "repoId": "hf/esatapedico-MiniCPM-V-4.7-35B-A3B-NVFP4", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b4", "taskId": "5680268", "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "d02a45ca7bc54fd9bbd8011463586bb5", "completedAt": "2026-10-20T23:20:34.775832+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-20T23:18:44.567566+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "cc6f01f4dcde4890b19f2877d65e5b4e", "lastModified": "2026-10-20T13:37:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Ornith-1.0-35B-AWQ-INT4", "reason": null, "reconciledAt": "2026-10-21T03:22:25.657353+00:00", "repoId": "cyankiwi/Ornith-1.0-35B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "MetaX_c-500", "taskId": "5684052", "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "9815d52b958e46a5bc0eae6c8a8500d1", "completedAt": "2026-10-21T03:22:18.168092+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T03:18:21.578746+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "9df03a5bc2c047599184e94c286343d9", "lastModified": "2026-10-20T14:17:21+00:00", "modelAddress": "https://modelscope.cn/models/hf/esatapedico-MiniCPM-V-4.7-35B-A3B-NVFP4", "reason": null, "reconciledAt": "2026-10-21T03:22:25.656422+00:00", "repoId": "hf/esatapedico-MiniCPM-V-4.7-35B-A3B-NVFP4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskId": "5687416", "taskType": "text-generation"}
+{"agentVersion": "2026.10.18.1", "batchId": "91b961e300d0477697f722db5fece9df", "configFingerprint": "b8a926f4d98c4c17ed728affade2dfee1910e905840c16a7c6d35cdf073f1b9a", "configSource": "modelhub_live", "createdAt": "2026-10-21T03:24:12.139029+00:00", "framework": "llamacpp", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "2fe21ac3ed294497bbcd70d8a1e3ebe9", "lastModified": "2026-10-20T13:54:35+00:00", "modelAddress": "https://modelscope.cn/models/incoai/Muse-Glimmer-30B-DFlash2-GGUF", "repoId": "incoai/Muse-Glimmer-30B-DFlash2-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "hygon_k100-ai", "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "2100faa1cb374afda1da2a68b4462420", "completedAt": "2026-10-21T02:25:09.551356+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T02:13:48.465588+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "02b563be83e040daa8bdb8794479631d", "repoId": "hf/esatapedico-MiniCPM-V-4.7-35B-A3B-NVFP4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "b413d4eb6fe844d2bd2599e45c5f1deb", "completedAt": "2026-10-21T02:08:08.099634+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T02:06:23.304565+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "9f75c84a13ef46f0b269309214d442f3", "repoId": "hf/esatapedico-MiniCPM-V-4.7-35B-A3B-NVFP4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "f1bef054eb574620a1b24b7787ca0400", "completedAt": "2026-10-21T02:03:24.189809+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T02:01:24.165606+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "0c6a2a2c3b47427586368e39d359dd34", "repoId": "hf/esatapedico-MiniCPM-V-4.7-35B-A3B-NVFP4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index dd0c09297c..d89c4b2e6e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,22 +2,22 @@
   "agentVersion": "2026.10.18.1",
   "checksums": {
     ".modelhub_state/account_capacity.json": "bacaeb34aaa0d094f61dc04e31369b8a3445b90ef824f5162ea01554f13d38ac",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "07f56e84287a454d07edefbe0136bb8623a383456d71325b3a5dfb606eb6c0e0",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "cd0898c2913603932bad0f7e0137409ccaa1344c1183baca1d86466b1bb9c4b9",
     ".modelhub_state/architecture_history_backfill.json": "3d540298447c4305031831a11786480aa96821e37ff7b9b66e91598e2a49f6ff",
-    ".modelhub_state/market_intelligence.json": "a04b3c3ebd9a7a0b4e775c9d7fa55db3008e1add5486158df42c1f8df9b9d673",
-    ".modelhub_state/official_capabilities.json": "0df7b4ae67b1c6fa9a95f46085c7dee7a6453ea62ecc1425d874327fd6cd84e2",
+    ".modelhub_state/market_intelligence.json": "92779ac3ee5b3cf2332df4829130f214598774eff0dfa20f562b4fe271311da4",
+    ".modelhub_state/official_capabilities.json": "54f1b0f20bdc9d09c406459836e1abb9c3e5d1ad79e7ee6551ea7b6494ff1cc9",
     ".modelhub_state/outcome_checkpoint.json": "09a4135ca56ca3a250160b5e404dd3178f8bbb446cfc9a85ce67ba5b47119430",
     ".modelhub_state/recent_outcomes.jsonl": "c143874dcbd0ebbd772b1a392ac56ed9579561fd503ca0748cceaaec6515733f",
     ".modelhub_state/recovery_active_tasks.jsonl": "39fdd489e3f2e6017ad15958c081bc7f5ee6866e08e9a5a213bde89502da5d02",
-    ".modelhub_state/recovery_intents.jsonl": "06d48c83d9d714147058475cc66d8b5edd217a429e24bd4101f5291d20b3dd4e",
+    ".modelhub_state/recovery_intents.jsonl": "93c889ba9034037534778f0dfb458757d9c89d35ee787178407f84fce9ebfac3",
     ".modelhub_state/routing_intelligence.json": "d8a9c7cb0e4e2fb7575de266ad434d59b75cecc13139cec855bbbc756956aff3",
     ".modelhub_state/submission_exclusions.jsonl": "2b6179eb287f8163c6077244e8dc9eb1a22632c5d487fde0cf064f772518e2ce",
     "ledger/submissions.jsonl": "d2a83a1a3c969c30bafa729438a20c4b7c19d002d5d73e3e25a659a527ba62e3",
     "outcomes/submissions.jsonl": "8a448cba7a70e9f17ca048a033cf666b9f22caadb267c776acee52b5817fe76f"
   },
-  "generation": 1494,
-  "phase": "cycle",
+  "generation": 1495,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-21T03:22:25.714929+00:00",
+  "updatedAt": "2026-10-21T03:24:12.192500+00:00",
   "writerId": "3c2dfc0efcf247b2bbc75baf49fc4866"
 }