diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 584b168b68..151602d865 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-13T22:51:36.486169+00:00",
+  "generatedAt": "2026-10-13T22:53:37.782838+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 203.2246376811594,
+      "backlogHours": 202.4837545126354,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 0.05,
-      "queueFactor": 1.2400749891538774,
-      "queueWeight": 1.2400749891538774,
+      "queueFactor": 1.236492282895223,
+      "queueWeight": 1.236492282895223,
       "recentSuccess": 45,
-      "recentSuccessRate": 0.05434782608695652,
-      "recentTerminal": 828,
-      "recentWilsonLowerBound": 0.04086297320086588,
+      "recentSuccessRate": 0.05415162454873646,
+      "recentTerminal": 831,
+      "recentWilsonLowerBound": 0.04071456119364502,
       "running": 8,
-      "selectionWeight": 0.06200374945769387,
+      "selectionWeight": 0.06182461414476115,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 138.0,
-      "waiting": 28045
+      "throughputPerHour": 138.5,
+      "waiting": 28044
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 2277.8048780487807,
+      "backlogHours": 2223.4285714285716,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.37524567346249504,
-      "queueFactor": 0.8630121783268838,
-      "queueWeight": 0.8630121783268838,
+      "qualityFactor": 0.35529827757339416,
+      "queueFactor": 0.8631702442462652,
+      "queueWeight": 0.8631702442462652,
       "recentSuccess": 15,
-      "recentSuccessRate": 0.18292682926829268,
-      "recentTerminal": 82,
-      "recentWilsonLowerBound": 0.1141092170763672,
+      "recentSuccessRate": 0.17857142857142858,
+      "recentTerminal": 84,
+      "recentWilsonLowerBound": 0.11131090903390252,
       "running": 8,
-      "selectionWeight": 0.3238415860626064,
+      "selectionWeight": 0.306682901033304,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 13.666666666666666,
-      "waiting": 31130
+      "throughputPerHour": 14.0,
+      "waiting": 31128
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 146.08333333333334,
+      "backlogHours": 148.9811320754717,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 0.05,
-      "queueFactor": 1.3,
-      "queueWeight": 1.3,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.041666666666666664,
-      "recentTerminal": 216,
-      "recentWilsonLowerBound": 0.02207308242564397,
+      "queueFactor": 1.294733089667038,
+      "queueWeight": 1.294733089667038,
+      "recentSuccess": 10,
+      "recentSuccessRate": 0.04716981132075472,
+      "recentTerminal": 212,
+      "recentWilsonLowerBound": 0.02582028661381731,
       "running": 8,
-      "selectionWeight": 0.065,
+      "selectionWeight": 0.0647366544833519,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 36.0,
-      "waiting": 5259
+      "throughputPerHour": 35.333333333333336,
+      "waiting": 5264
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1281.8461538461538,
+      "backlogHours": 1204.6265060240964,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.3464219454979883,
-      "queueFactor": 0.9407387130592569,
-      "queueWeight": 0.9407387130592569,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.1794871794871795,
-      "recentTerminal": 78,
-      "recentWilsonLowerBound": 0.11003815950408477,
+      "qualityFactor": 0.43697288135020607,
+      "queueFactor": 0.9462852610090283,
+      "queueWeight": 0.9462852610090283,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.1927710843373494,
+      "recentTerminal": 83,
+      "recentWilsonLowerBound": 0.12228799170691443,
       "running": 7,
-      "selectionWeight": 0.3258925351832616,
+      "selectionWeight": 0.4135009970823469,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 13.0,
+      "throughputPerHour": 13.833333333333334,
       "waiting": 16664
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 433.0243902439024,
+      "backlogHours": 422.7142857142857,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.42836975157735246,
-      "queueFactor": 1.1070507952683077,
-      "queueWeight": 1.1070507952683077,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.17886178861788618,
-      "recentTerminal": 123,
-      "recentWilsonLowerBound": 0.12118768785846241,
+      "qualityFactor": 0.45718105484500027,
+      "queueFactor": 1.1072428874411493,
+      "queueWeight": 1.1072428874411493,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.18253968253968253,
+      "recentTerminal": 126,
+      "recentWilsonLowerBound": 0.12482691576112777,
       "running": 7,
-      "selectionWeight": 0.47422707415259546,
+      "selectionWeight": 0.5062104712499685,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.5,
+      "throughputPerHour": 21.0,
       "waiting": 8877
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 61.84,
+      "backlogHours": 67.35272727272726,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -567,196 +567,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 7,
-      "recentSuccessRate": 0.023333333333333334,
-      "recentTerminal": 300,
-      "recentWilsonLowerBound": 0.011347515598295709,
-      "running": 24,
+      "recentSuccessRate": 0.025454545454545455,
+      "recentTerminal": 275,
+      "recentWilsonLowerBound": 0.012383593542073865,
+      "running": 9,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 50.0,
-      "waiting": 3092
+      "throughputPerHour": 45.833333333333336,
+      "waiting": 3087
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 118.58823529411765,
+      "backlogHours": 130.09846153846155,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.07479185359799079,
+      "qualityFactor": 0.09216379776508263,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 28,
-      "recentSuccessRate": 0.0784313725490196,
-      "recentTerminal": 357,
-      "recentWilsonLowerBound": 0.054818756715191715,
-      "running": 6,
-      "selectionWeight": 0.09722940967738802,
+      "recentSuccessRate": 0.08615384615384615,
+      "recentTerminal": 325,
+      "recentWilsonLowerBound": 0.06027805235621059,
+      "running": 7,
+      "selectionWeight": 0.11981293709460741,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 59.5,
-      "waiting": 7056
+      "throughputPerHour": 54.166666666666664,
+      "waiting": 7047
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2162.318181818182,
+      "backlogHours": 2212.7441860465115,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.4866176836808245,
-      "queueFactor": 0.8697740817586945,
-      "queueWeight": 0.8697740817586945,
+      "qualityFactor": 0.5129839952973654,
+      "queueFactor": 0.8637941465030788,
+      "queueWeight": 0.8637941465030788,
       "recentSuccess": 10,
-      "recentSuccessRate": 0.22727272727272727,
-      "recentTerminal": 44,
-      "recentWilsonLowerBound": 0.12841810830185088,
+      "recentSuccessRate": 0.23255813953488372,
+      "recentTerminal": 43,
+      "recentWilsonLowerBound": 0.1315353846924483,
       "running": 2,
-      "selectionWeight": 0.423247448991032,
+      "selectionWeight": 0.44311257238762713,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 7.333333333333333,
-      "waiting": 15857
+      "throughputPerHour": 7.166666666666667,
+      "waiting": 15858
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 313.95,
+      "backlogHours": 308.09815950920245,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.6929356620654575,
-      "queueFactor": 1.1617570829944546,
-      "queueWeight": 1.1617570829944546,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.20625,
-      "recentTerminal": 160,
-      "recentWilsonLowerBound": 0.15079997858831476,
+      "qualityFactor": 0.6130531060690894,
+      "queueFactor": 1.161038369566046,
+      "queueWeight": 1.161038369566046,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.19631901840490798,
+      "recentTerminal": 163,
+      "recentWilsonLowerBound": 0.14263359159920427,
       "running": 8,
-      "selectionWeight": 0.8050229134639971,
+      "selectionWeight": 0.7117781787278558,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 26.666666666666668,
-      "waiting": 8372
+      "throughputPerHour": 27.166666666666668,
+      "waiting": 8370
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 528.297520661157,
+      "backlogHours": 503.4330708661417,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.6956344215108219,
-      "queueFactor": 1.074515330713917,
-      "queueWeight": 1.074515330713917,
+      "qualityFactor": 0.623305184933344,
+      "queueFactor": 1.0785956806727333,
+      "queueWeight": 1.0785956806727333,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.21487603305785125,
-      "recentTerminal": 121,
-      "recentWilsonLowerBound": 0.15106665784733153,
+      "recentSuccessRate": 0.2047244094488189,
+      "recentTerminal": 127,
+      "recentWilsonLowerBound": 0.14371289780112673,
       "running": 4,
-      "selectionWeight": 0.7474698504856851,
+      "selectionWeight": 0.672294280210024,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.166666666666668,
-      "waiting": 10654
+      "throughputPerHour": 21.166666666666668,
+      "waiting": 10656
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 3168.25,
+      "backlogHours": 3168.5,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8213371852583629,
-      "queueWeight": 0.8213371852583629,
+      "queueFactor": 0.8185060262559541,
+      "queueWeight": 0.8185060262559541,
       "recentSuccess": 19,
       "recentSuccessRate": 0.3958333333333333,
       "recentTerminal": 48,
       "recentWilsonLowerBound": 0.2702062649595058,
-      "running": 4,
-      "selectionWeight": 2.0533429631459073,
+      "running": 5,
+      "selectionWeight": 2.0462650656398855,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 8.0,
-      "waiting": 25346
+      "waiting": 25348
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2912.4324324324325,
+      "backlogHours": 2912.9189189189187,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.24955955586132655,
-      "queueFactor": 0.8317753070007446,
-      "queueWeight": 0.8317753070007446,
-      "recentSuccess": 7,
-      "recentSuccessRate": 0.1891891891891892,
+      "qualityFactor": 0.37347222998823315,
+      "queueFactor": 0.8288972113438539,
+      "queueWeight": 0.8288972113438539,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.21621621621621623,
       "recentTerminal": 37,
-      "recentWilsonLowerBound": 0.09479858757337126,
+      "recentWilsonLowerBound": 0.11386376851955585,
       "running": 2,
-      "selectionWeight": 0.2075774761915244,
+      "selectionWeight": 0.3095700899516169,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 6.166666666666667,
-      "waiting": 17960
+      "waiting": 17963
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 1177.7560975609756,
+      "backlogHours": 1163.9277108433735,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.20008863819477568,
-      "queueFactor": 0.9527656647002122,
-      "queueWeight": 0.9527656647002122,
+      "qualityFactor": 0.19469388541551005,
+      "queueFactor": 0.9511763353337586,
+      "queueWeight": 0.9511763353337586,
       "recentSuccess": 12,
-      "recentSuccessRate": 0.14634146341463414,
-      "recentTerminal": 82,
-      "recentWilsonLowerBound": 0.08574077865956604,
+      "recentSuccessRate": 0.14457831325301204,
+      "recentTerminal": 83,
+      "recentWilsonLowerBound": 0.08468215781561282,
       "running": 16,
-      "selectionWeight": 0.1906375843686057,
+      "selectionWeight": 0.18518821644141556,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 13.666666666666666,
-      "waiting": 16096
+      "throughputPerHour": 13.833333333333334,
+      "waiting": 16101
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1230.3428571428572,
+      "backlogHours": 1242.576923076923,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.8649327194676646,
-      "queueFactor": 0.9465432858428927,
-      "queueWeight": 0.9465432858428927,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.23809523809523808,
-      "recentTerminal": 105,
-      "recentWilsonLowerBound": 0.16678968751856937,
+      "qualityFactor": 0.7922151389904318,
+      "queueFactor": 0.9418927313238166,
+      "queueWeight": 0.9418927313238166,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.23076923076923078,
+      "recentTerminal": 104,
+      "recentWilsonLowerBound": 0.1602629748785753,
       "running": 6,
-      "selectionWeight": 0.8186962583179522,
+      "selectionWeight": 0.7461816810597748,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.5,
-      "waiting": 21531
+      "throughputPerHour": 17.333333333333332,
+      "waiting": 21538
     }
   },
-  "queueAttemptedAt": "2026-10-13T22:42:43.078560+00:00",
+  "queueAttemptedAt": "2026-10-13T22:53:37.782838+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-13T22:42:43.078560+00:00",
+  "queueUpdatedAt": "2026-10-13T22:53:37.782838+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 08352d84e5..b0a84c22d9 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-13T22:51:36.486169+00:00",
+  "catalogUpdatedAt": "2026-10-13T22:53:37.782838+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-13T22:51:36.486169+00:00",
+  "generatedAt": "2026-10-13T22:53:37.782838+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6531,6 +6531,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-13T22:51:36.486169+00:00",
+  "taskTreeUpdatedAt": "2026-10-13T22:53:37.782838+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 1bf55e40e5..359e738668 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "a83656d3d2f63a3073f2be673dc68344249245587c6e0a30d45010bd8f66ddfc",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "ab6496fc7f69ffff7d703f2e4f3c93ab8840600f3d5303f1854bfc74e8c03d10",
-    ".modelhub_state/official_capabilities.json": "fb9cd4b197acbe094bf8519e109ce000fd20f522bb915bdeed27817969235d3b",
+    ".modelhub_state/market_intelligence.json": "c4f81dc1c90525c5a1468412487fadfd1cb0f8417c2b68df6bdb8e1038af8f8b",
+    ".modelhub_state/official_capabilities.json": "b330daffff3c13a0bc3dd149353f99dcd47c2cf2b655022c221cdac6bd8e2b53",
     ".modelhub_state/outcome_checkpoint.json": "11bd6657f10c10dce8ce8d6d018569e42c523b9babca1d11689dfecd2c36af12",
     ".modelhub_state/queue_cleanup_latest.json": "a853c3ecd05b6eb13dc78028071c981c78c9adf73c9831a523b9562a8bdb1610",
     ".modelhub_state/recent_outcomes.jsonl": "f140f32fe2dfebd3c84d5dae02f318bab3dc350b5d57daa1e908e7a53a9bc4f9",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "bd51aa430afd1a6ef18930b79d5bbdd7c01b83265a23a69a0dc45749e39052e8",
     "outcomes/submissions.jsonl": "a9100984ca1dc754007c575be640b54fb71b9bf35fc788b9f972e744ee548781"
   },
-  "generation": 24447,
+  "generation": 24448,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-13T22:51:37.358382+00:00",
+  "updatedAt": "2026-10-13T22:53:40.468669+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }