diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 99363ffd84..0921c3df3d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-29T21:56:11.451078+00:00",
+  "generatedAt": "2026-09-29T21:59:13.650956+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1261.2558139534883,
+      "backlogHours": 1301.616,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5380311077402282,
-      "queueFactor": 0.9784958022949547,
-      "queueWeight": 0.9784958022949547,
-      "recentSuccess": 39,
-      "recentSuccessRate": 0.3023255813953488,
-      "recentTerminal": 129,
-      "recentWilsonLowerBound": 0.22973280228483467,
+      "qualityFactor": 0.42801947085580916,
+      "queueFactor": 0.9792497788245319,
+      "queueWeight": 0.9792497788245319,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.288,
+      "recentTerminal": 125,
+      "recentWilsonLowerBound": 0.21587365721299623,
       "running": 8,
-      "selectionWeight": 0.5264611804279178,
+      "selectionWeight": 0.4191379721681443,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.5,
+      "throughputPerHour": 20.833333333333332,
       "waiting": 27117
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1344.5581395348838,
+      "backlogHours": 1398.774193548387,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.5707376594133087,
-      "queueFactor": 0.9691533608488762,
-      "queueWeight": 0.9691533608488762,
-      "recentSuccess": 59,
-      "recentSuccessRate": 0.4573643410852713,
-      "recentTerminal": 129,
-      "recentWilsonLowerBound": 0.3738705997843074,
+      "qualityFactor": 1.4381011682635796,
+      "queueFactor": 0.9687322815997704,
+      "queueWeight": 0.9687322815997704,
+      "recentSuccess": 57,
+      "recentSuccessRate": 0.4596774193548387,
+      "recentTerminal": 124,
+      "recentWilsonLowerBound": 0.37448868538236924,
       "running": 8,
-      "selectionWeight": 1.5222856816323054,
+      "selectionWeight": 1.3931350259032729,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.5,
+      "throughputPerHour": 20.666666666666668,
       "waiting": 28908
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 113.2909090909091,
+      "backlogHours": 109.28947368421052,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.06152135857405428,
+      "qualityFactor": 0.057013688518232644,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.12272727272727273,
-      "recentTerminal": 220,
-      "recentWilsonLowerBound": 0.0857315201073368,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.12280701754385964,
+      "recentTerminal": 228,
+      "recentWilsonLowerBound": 0.08634798362827686,
       "running": 8,
-      "selectionWeight": 0.07997776614627057,
+      "selectionWeight": 0.07411779507370243,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 36.666666666666664,
-      "waiting": 4154
+      "throughputPerHour": 38.0,
+      "waiting": 4153
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1691.6727272727273,
+      "backlogHours": 1692.0,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.28757180361801743,
-      "queueFactor": 0.9363365833267326,
-      "queueWeight": 0.9363365833267326,
-      "recentSuccess": 15,
-      "recentSuccessRate": 0.2727272727272727,
+      "qualityFactor": 0.21577127305816496,
+      "queueFactor": 0.9414686436956835,
+      "queueWeight": 0.9414686436956835,
+      "recentSuccess": 14,
+      "recentSuccessRate": 0.2545454545454545,
       "recentTerminal": 55,
-      "recentWilsonLowerBound": 0.17280602508013646,
+      "recentWilsonLowerBound": 0.1581197275732498,
       "running": 7,
-      "selectionWeight": 0.2692640000608006,
+      "selectionWeight": 0.20314188779456155,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 9.166666666666666,
-      "waiting": 15507
+      "waiting": 15510
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 522.78,
+      "backlogHours": 527.7575757575758,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.23755732438802038,
-      "queueFactor": 1.1166873577050582,
-      "queueWeight": 1.1166873577050582,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.23,
-      "recentTerminal": 100,
-      "recentWilsonLowerBound": 0.15843154746876406,
+      "qualityFactor": 0.19662377714553567,
+      "queueFactor": 1.1212455759514217,
+      "queueWeight": 1.1212455759514217,
+      "recentSuccess": 22,
+      "recentSuccessRate": 0.2222222222222222,
+      "recentTerminal": 99,
+      "recentWilsonLowerBound": 0.1515799287727833,
       "running": 7,
-      "selectionWeight": 0.2652772608743419,
+      "selectionWeight": 0.22046354025129014,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.666666666666668,
-      "waiting": 8713
+      "throughputPerHour": 16.5,
+      "waiting": 8708
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 26.159045725646124,
+      "backlogHours": 28.552173913043475,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -557,20 +557,20 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 8,
-      "recentSuccessRate": 0.015904572564612324,
-      "recentTerminal": 503,
-      "recentWilsonLowerBound": 0.00808054210613194,
+      "recentSuccess": 9,
+      "recentSuccessRate": 0.01956521739130435,
+      "recentTerminal": 460,
+      "recentWilsonLowerBound": 0.010326676672950686,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 83.83333333333333,
-      "waiting": 2193
+      "throughputPerHour": 76.66666666666667,
+      "waiting": 2189
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 71.54166666666667,
+      "backlogHours": 83.90217391304347,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
@@ -580,174 +580,174 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 32,
-      "recentSuccessRate": 0.07407407407407407,
-      "recentTerminal": 432,
-      "recentWilsonLowerBound": 0.05295589547139702,
-      "running": 9,
+      "recentSuccessRate": 0.08695652173913043,
+      "recentTerminal": 368,
+      "recentWilsonLowerBound": 0.06226757297735153,
+      "running": 4,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 72.0,
-      "waiting": 5151
+      "throughputPerHour": 61.333333333333336,
+      "waiting": 5146
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2854.7647058823527,
+      "backlogHours": 2940.909090909091,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.35971800968808976,
-      "queueFactor": 0.8656531151958605,
-      "queueWeight": 0.8656531151958605,
+      "qualityFactor": 0.3519438196198793,
+      "queueFactor": 0.8665500944345998,
+      "queueWeight": 0.8665500944345998,
       "recentSuccess": 11,
-      "recentSuccessRate": 0.3235294117647059,
-      "recentTerminal": 34,
-      "recentWilsonLowerBound": 0.19131451326458573,
+      "recentSuccessRate": 0.3333333333333333,
+      "recentTerminal": 33,
+      "recentWilsonLowerBound": 0.197500294678037,
       "running": 2,
-      "selectionWeight": 0.31139101567854965,
+      "selectionWeight": 0.3049769501272802,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.666666666666667,
-      "waiting": 16177
+      "throughputPerHour": 5.5,
+      "waiting": 16175
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 349.2229299363057,
+      "backlogHours": 351.38461538461536,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.22243485418395273,
-      "queueFactor": 1.186353269056177,
-      "queueWeight": 1.186353269056177,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.21019108280254778,
-      "recentTerminal": 157,
-      "recentWilsonLowerBound": 0.1537649343190204,
+      "qualityFactor": 0.1899393497975355,
+      "queueFactor": 1.1917866120478473,
+      "queueWeight": 1.1917866120478473,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.20512820512820512,
+      "recentTerminal": 156,
+      "recentWilsonLowerBound": 0.14921549760161948,
       "running": 8,
-      "selectionWeight": 0.2638863164131664,
+      "selectionWeight": 0.22636717418977578,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 26.166666666666668,
-      "waiting": 9138
+      "submissionEligible": false,
+      "throughputPerHour": 26.0,
+      "waiting": 9136
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 718.8965517241379,
+      "backlogHours": 658.1052631578947,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9325018078513863,
-      "queueFactor": 1.0645828951482716,
-      "queueWeight": 1.0645828951482716,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.39080459770114945,
-      "recentTerminal": 87,
-      "recentWilsonLowerBound": 0.2949766847095907,
+      "qualityFactor": 0.7484304144018963,
+      "queueFactor": 1.0847298946964874,
+      "queueWeight": 1.0847298946964874,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.3684210526315789,
+      "recentTerminal": 95,
+      "recentWilsonLowerBound": 0.2782994396773112,
       "running": 4,
-      "selectionWeight": 0.9927254743334261,
+      "selectionWeight": 0.8118448446018174,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 14.5,
-      "waiting": 10424
+      "throughputPerHour": 15.833333333333334,
+      "waiting": 10420
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2642.64,
+      "backlogHours": 2642.7599999999998,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8757370893854052,
-      "queueWeight": 0.8757370893854052,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.6,
+      "queueFactor": 0.8805565566126855,
+      "queueWeight": 0.8805565566126855,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.62,
       "recentTerminal": 50,
-      "recentWilsonLowerBound": 0.46181189102759373,
+      "recentWilsonLowerBound": 0.48150195022393577,
       "running": 4,
-      "selectionWeight": 2.189342723463513,
+      "selectionWeight": 2.201391391531714,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 8.333333333333334,
-      "waiting": 22022
+      "waiting": 22023
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2367.06976744186,
+      "backlogHours": 2423.4285714285716,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.08149048420316259,
-      "queueFactor": 0.8903233946217912,
-      "queueWeight": 0.8903233946217912,
-      "recentSuccess": 8,
-      "recentSuccessRate": 0.18604651162790697,
-      "recentTerminal": 43,
-      "recentWilsonLowerBound": 0.09741635580105981,
+      "qualityFactor": 0.052482495121662816,
+      "queueFactor": 0.892075024040406,
+      "queueWeight": 0.892075024040406,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.16666666666666666,
+      "recentTerminal": 42,
+      "recentWilsonLowerBound": 0.08315811295836503,
       "running": 2,
-      "selectionWeight": 0.07255288452513317,
+      "selectionWeight": 0.046818323097357846,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 7.166666666666667,
+      "throughputPerHour": 7.0,
       "waiting": 16964
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 920.936170212766,
+      "backlogHours": 962.0,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.5099332227159157,
-      "queueFactor": 1.0257582403122474,
-      "queueWeight": 1.0257582403122474,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.30851063829787234,
-      "recentTerminal": 94,
-      "recentWilsonLowerBound": 0.2241995789114178,
+      "qualityFactor": 0.46818667359175914,
+      "queueFactor": 1.0246832878296719,
+      "queueWeight": 1.0246832878296719,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.3111111111111111,
+      "recentTerminal": 90,
+      "recentWilsonLowerBound": 0.22485715147181132,
       "running": 16,
-      "selectionWeight": 0.523068205209831,
+      "selectionWeight": 0.47974306001404116,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 15.666666666666666,
-      "waiting": 14428
+      "throughputPerHour": 15.0,
+      "waiting": 14430
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1829.016393442623,
+      "backlogHours": 1859.8,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 1.275639828269175,
-      "queueFactor": 0.9254368833877807,
-      "queueWeight": 0.9254368833877807,
+      "qualityFactor": 1.2104764985605507,
+      "queueFactor": 0.9282094324432065,
+      "queueWeight": 0.9282094324432065,
       "recentSuccess": 28,
-      "recentSuccessRate": 0.45901639344262296,
-      "recentTerminal": 61,
-      "recentWilsonLowerBound": 0.34012730888289117,
+      "recentSuccessRate": 0.4666666666666667,
+      "recentTerminal": 60,
+      "recentWilsonLowerBound": 0.34627701540988,
       "running": 6,
-      "selectionWeight": 1.180524146998749,
+      "selectionWeight": 1.1235757037147287,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.166666666666666,
-      "waiting": 18595
+      "throughputPerHour": 10.0,
+      "waiting": 18598
     }
   },
-  "queueAttemptedAt": "2026-09-29T21:46:32.670836+00:00",
+  "queueAttemptedAt": "2026-09-29T21:59:13.650956+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-29T21:46:32.670836+00:00",
+  "queueUpdatedAt": "2026-09-29T21:59:13.650956+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index bc26c8fad8..6b4d576747 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-29T21:56:11.451078+00:00",
+  "catalogUpdatedAt": "2026-09-29T21:59:13.650956+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-29T21:56:11.451078+00:00",
+  "generatedAt": "2026-09-29T21:59:13.650956+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6333,6 +6333,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-29T21:56:11.451078+00:00",
+  "taskTreeUpdatedAt": "2026-09-29T21:59:13.650956+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 30d4b778d0..fff3e50e92 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "b16852818b41cd470dcb612d4c74d2812db3b033e5e6c933fc701f628b03b35f",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "202510526059f6cd3145bd7c26e8040d652ecb8fee80ecf5c8ef0877a3ed72f9",
-    ".modelhub_state/official_capabilities.json": "d5d56b5af22a84dde883cfa11b6d30eb7fc4e2f9f7d90fde2ca29bd0229d139b",
+    ".modelhub_state/market_intelligence.json": "ce2daf11c463116eba86ae5a74531a15b04b650a6d235543f9f608885eeca7f1",
+    ".modelhub_state/official_capabilities.json": "996365cfa817a4698674cd26f79d08bc3d23a6e38a2800aaac0e033078b3c784",
     ".modelhub_state/outcome_checkpoint.json": "4cf602eabc0e4f3950c316042f9452965c18ec61309e09cf156098ed562e76f6",
     ".modelhub_state/queue_cleanup_latest.json": "1b9a1363360f46e3333fceac79ff2c309befd678fffc2b42aff773c5823cf35e",
     ".modelhub_state/recent_outcomes.jsonl": "ea81f07d56492dc8073d6b8c3d83451fd1eb74f474036ebf59f262ff9711b54a",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "0201d769f4fdd2fe0fcf76c858a9aed9771c96e6218deed930e97522772ce9a3",
     "outcomes/submissions.jsonl": "d6b91c296cf66443427b7c5ee4464fda446278969e7ced75319aa75a71b0a22c"
   },
-  "generation": 18555,
+  "generation": 18556,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-29T21:56:35.057010+00:00",
+  "updatedAt": "2026-09-29T21:59:17.967935+00:00",
   "writerId": "9d958b95ce4146c9939da0f14b9201ff"
 }