diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f9d782946..a5582e0c5 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-23T02:43:41.289571+00:00",
+  "generatedAt": "2026-09-23T02:44:47.347523+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1273.3533834586465,
+      "backlogHours": 1302.6923076923076,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.2284852403068665,
-      "queueFactor": 0.9693276066905777,
-      "queueWeight": 0.9693276066905777,
+      "qualityFactor": 1.5487081343548514,
+      "queueFactor": 0.9586293587994252,
+      "queueWeight": 0.9586293587994252,
       "recentSuccess": 56,
-      "recentSuccessRate": 0.42105263157894735,
-      "recentTerminal": 133,
-      "recentWilsonLowerBound": 0.3405146523621463,
+      "recentSuccessRate": 0.4307692307692308,
+      "recentTerminal": 130,
+      "recentWilsonLowerBound": 0.3488395502451849,
       "running": 8,
-      "selectionWeight": 1.190804657841354,
+      "selectionWeight": 1.4846370858040454,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.166666666666668,
-      "waiting": 28226
+      "throughputPerHour": 21.666666666666668,
+      "waiting": 28225
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 184.3803680981595,
+      "backlogHours": 182.9268292682927,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.19629408490507494,
-      "queueFactor": 1.2952563260648653,
-      "queueWeight": 1.2952563260648653,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.20245398773006135,
-      "recentTerminal": 163,
-      "recentWilsonLowerBound": 0.147947384091432,
-      "running": 6,
-      "selectionWeight": 0.2542511552424121,
+      "qualityFactor": 0.21354021192831144,
+      "queueFactor": 1.2868721192907664,
+      "queueWeight": 1.2868721192907664,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.1951219512195122,
+      "recentTerminal": 164,
+      "recentWilsonLowerBound": 0.14174049352881898,
+      "running": 8,
+      "selectionWeight": 0.2747989450779855,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.166666666666668,
-      "waiting": 5009
+      "throughputPerHour": 27.333333333333332,
+      "waiting": 5000
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1658.5090909090911,
+      "backlogHours": 1689.3333333333333,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.33139454748395003,
-      "queueFactor": 0.9316552706936355,
-      "queueWeight": 0.9316552706936355,
+      "qualityFactor": 0.4133602872917995,
+      "queueFactor": 0.9219761783165002,
+      "queueWeight": 0.9219761783165002,
       "recentSuccess": 16,
-      "recentSuccessRate": 0.2909090909090909,
-      "recentTerminal": 55,
-      "recentWilsonLowerBound": 0.18771037010850325,
+      "recentSuccessRate": 0.2962962962962963,
+      "recentTerminal": 54,
+      "recentWilsonLowerBound": 0.19137265695067046,
       "running": 7,
-      "selectionWeight": 0.3087454768425543,
+      "selectionWeight": 0.3811083379451039,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.166666666666666,
-      "waiting": 15203
+      "throughputPerHour": 9.0,
+      "waiting": 15204
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 439.2096774193548,
+      "backlogHours": 453.55,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.21494730373564325,
-      "queueFactor": 1.137135292431544,
-      "queueWeight": 1.137135292431544,
+      "qualityFactor": 0.27682779335732116,
+      "queueFactor": 1.1230089749106413,
+      "queueWeight": 1.1230089749106413,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.21774193548387097,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.15417986080833496,
+      "recentSuccessRate": 0.225,
+      "recentTerminal": 120,
+      "recentWilsonLowerBound": 0.1594905146581338,
       "running": 7,
-      "selectionWeight": 0.24442416509080261,
+      "selectionWeight": 0.3108800964449801,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 9077
+      "throughputPerHour": 20.0,
+      "waiting": 9071
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 47.16,
+      "backlogHours": 45.25,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -498,19 +498,19 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 2,
-      "recentSuccessRate": 0.006666666666666667,
-      "recentTerminal": 300,
-      "recentWilsonLowerBound": 0.0018301100329710777,
-      "running": 23,
+      "recentSuccessRate": 0.00641025641025641,
+      "recentTerminal": 312,
+      "recentWilsonLowerBound": 0.001759650481795547,
+      "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 50.0,
-      "waiting": 2358
+      "throughputPerHour": 52.0,
+      "waiting": 2353
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 151.8341968911917,
+      "backlogHours": 150.46153846153845,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
@@ -520,103 +520,103 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 14,
-      "recentSuccessRate": 0.07253886010362694,
-      "recentTerminal": 193,
-      "recentWilsonLowerBound": 0.04369812519329993,
-      "running": 6,
+      "recentSuccessRate": 0.07179487179487179,
+      "recentTerminal": 195,
+      "recentWilsonLowerBound": 0.0432448538296094,
+      "running": 3,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 32.166666666666664,
-      "waiting": 4884
+      "throughputPerHour": 32.5,
+      "waiting": 4890
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2519.5263157894738,
+      "backlogHours": 2659.5,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.5373943252527023,
-      "queueFactor": 0.8750141757314279,
-      "queueWeight": 0.8750141757314279,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.3684210526315789,
-      "recentTerminal": 38,
-      "recentWilsonLowerBound": 0.23384013155413794,
+      "qualityFactor": 0.5887742175482138,
+      "queueFactor": 0.8613050698414849,
+      "queueWeight": 0.8613050698414849,
+      "recentSuccess": 13,
+      "recentSuccessRate": 0.3611111111111111,
+      "recentTerminal": 36,
+      "recentWilsonLowerBound": 0.2247538679218132,
       "running": 2,
-      "selectionWeight": 0.47022765255374016,
+      "selectionWeight": 0.50711421856623,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.333333333333333,
+      "throughputPerHour": 6.0,
       "waiting": 15957
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 500.8064516129032,
+      "backlogHours": 530.6666666666666,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.3951917095286977,
-      "queueFactor": 1.1149680855412678,
-      "queueWeight": 1.1149680855412678,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.27419354838709675,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.2033498857097495,
+      "qualityFactor": 0.459996810777044,
+      "queueFactor": 1.0968663959895777,
+      "queueWeight": 1.0968663959895777,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.27350427350427353,
+      "recentTerminal": 117,
+      "recentWilsonLowerBound": 0.2009012531479607,
       "running": 8,
-      "selectionWeight": 0.4406261437949929,
+      "selectionWeight": 0.504555044003716,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 10350
+      "throughputPerHour": 19.5,
+      "waiting": 10348
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 552.5641025641025,
+      "backlogHours": 577.125,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.296591719197918,
-      "queueFactor": 1.0986402948384868,
-      "queueWeight": 1.0986402948384868,
+      "qualityFactor": 0.3917241229492283,
+      "queueFactor": 1.0831448014150507,
+      "queueWeight": 1.0831448014150507,
       "recentSuccess": 29,
-      "recentSuccessRate": 0.24786324786324787,
-      "recentTerminal": 117,
-      "recentWilsonLowerBound": 0.1784782855379003,
+      "recentSuccessRate": 0.25892857142857145,
+      "recentTerminal": 112,
+      "recentWilsonLowerBound": 0.18675273129699618,
       "running": 4,
-      "selectionWeight": 0.3258476138262543,
+      "selectionWeight": 0.4242939473613268,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.5,
-      "waiting": 10775
+      "throughputPerHour": 18.666666666666668,
+      "waiting": 10773
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 3016.95,
+      "backlogHours": 2943.951219512195,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8516824670093004,
-      "queueWeight": 0.8516824670093004,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.625,
-      "recentTerminal": 40,
-      "recentWilsonLowerBound": 0.4703216005453191,
+      "queueFactor": 0.8482764522146916,
+      "queueWeight": 0.8482764522146916,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.5853658536585366,
+      "recentTerminal": 41,
+      "recentWilsonLowerBound": 0.433668353568366,
       "running": 4,
-      "selectionWeight": 2.129206167523251,
+      "selectionWeight": 2.120691130536729,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.666666666666667,
-      "waiting": 20113
+      "throughputPerHour": 6.833333333333333,
+      "waiting": 20117
     },
     "Sunrise_pt-200-x1": {
       "available": true,
@@ -626,15 +626,15 @@
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.3462630752298841,
-      "queueFactor": 0.7896425469330481,
-      "queueWeight": 0.7896425469330481,
+      "qualityFactor": 0.41393105314861345,
+      "queueFactor": 0.7836003470802599,
+      "queueWeight": 0.7836003470802599,
       "recentSuccess": 7,
       "recentSuccessRate": 0.3684210526315789,
       "recentTerminal": 19,
       "recentWilsonLowerBound": 0.1914927237627384,
       "running": 2,
-      "selectionWeight": 0.2734240566333953,
+      "selectionWeight": 0.32435651691455103,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 3.1666666666666665,
@@ -642,52 +642,52 @@
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 2311.263157894737,
+      "backlogHours": 2248.153846153846,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.8864117702794178,
-      "queueWeight": 0.8864117702794178,
+      "queueFactor": 0.8832895626221082,
+      "queueWeight": 0.8832895626221082,
       "recentSuccess": 0,
       "recentSuccessRate": 0.0,
-      "recentTerminal": 38,
+      "recentTerminal": 39,
       "recentWilsonLowerBound": 0.0,
-      "running": 15,
-      "selectionWeight": 0.04432058851397089,
+      "running": 16,
+      "selectionWeight": 0.04416447813110541,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 6.333333333333333,
-      "waiting": 14638
+      "throughputPerHour": 6.5,
+      "waiting": 14613
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1034.5531914893618,
+      "backlogHours": 982.9090909090909,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.2628121829373565,
+      "qualityFactor": 0.279122169203954,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
       "recentSuccess": 23,
-      "recentSuccessRate": 0.24468085106382978,
-      "recentTerminal": 94,
-      "recentWilsonLowerBound": 0.16893343002359543,
+      "recentSuccessRate": 0.23232323232323232,
+      "recentTerminal": 99,
+      "recentWilsonLowerBound": 0.16009001362979594,
       "running": 6,
-      "selectionWeight": 0.2628121829373565,
+      "selectionWeight": 0.279122169203954,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 15.666666666666666,
-      "waiting": 16208
+      "throughputPerHour": 16.5,
+      "waiting": 16218
     }
   },
-  "queueAttemptedAt": "2026-09-23T02:34:31.553646+00:00",
+  "queueAttemptedAt": "2026-09-23T02:44:47.347523+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-23T02:34:31.553646+00:00",
+  "queueUpdatedAt": "2026-09-23T02:44:47.347523+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c4dbc36d6..c0350d6a4 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-23T02:43:41.289571+00:00",
+  "catalogUpdatedAt": "2026-09-23T02:44:47.347523+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-23T02:43:49.953286+00:00",
+  "generatedAt": "2026-09-23T02:44:47.347523+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6685,6 +6685,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-23T02:43:41.289571+00:00",
+  "taskTreeUpdatedAt": "2026-09-23T02:44:47.347523+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index eeba4500a..fb48a212d 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "02d159d8ddbf8eeacdc5a2c48b960bfeb4c3f05a764c27cc4de69c2fd77c8244",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "307a858d23a12106244a6e9898f1d81f23459dd6215ff97a14a397539debbe64",
-    ".modelhub_state/official_capabilities.json": "902bff43b70f0f076dd088597f4a6d9aa88be8b342a309377f8a985f6e3f378b",
+    ".modelhub_state/market_intelligence.json": "68aecfafc2477200a38e1e2968587a996f1f8d596b02240303d4c23f154deb7f",
+    ".modelhub_state/official_capabilities.json": "079860fd39e538ee4298dc25a7a7894aeff2d4cb8305a8a9aeff5ff08d338bc2",
     ".modelhub_state/outcome_checkpoint.json": "55743fdfd5f46db594c372d4535774209ab9afba22b19b91c6e7d64cf2fe9956",
     ".modelhub_state/queue_cleanup_latest.json": "abeedea8ce654c253250bcfd506d9b5eab392b53faf9867483b77b9a5c85233b",
     ".modelhub_state/recent_outcomes.jsonl": "ef30e009ef3f131ccb91f0e3765f80d2af5c61777924c86d28a680581208505c",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "e3e8e210fce5a75df44a9b1ab291277f010e2ffb09990ec06ad9ce203bcc06eb",
     "outcomes/submissions.jsonl": "2fbb75c826ac77bd41103c6f01c645c4ae4f61269fffc6dc1b8989927b986e21"
   },
-  "generation": 13306,
+  "generation": 13307,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-23T02:44:44.578750+00:00",
+  "updatedAt": "2026-09-23T02:44:48.621547+00:00",
   "writerId": "328f98096427428498653b568f0d5041"
 }