diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index ac58d96d11..58762e5cd2 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-04T22:10:10.258981+00:00",
+  "generatedAt": "2026-10-04T22:12:58.386222+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1100.6712328767123,
+      "backlogHours": 1071.4,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.5399986034174624,
-      "queueFactor": 0.9519733740890071,
-      "queueWeight": 0.9519733740890071,
-      "recentSuccess": 57,
-      "recentSuccessRate": 0.3904109589041096,
-      "recentTerminal": 146,
-      "recentWilsonLowerBound": 0.3150577575510892,
+      "qualityFactor": 1.7681012583648732,
+      "queueFactor": 0.9542194238160975,
+      "queueWeight": 0.9542194238160975,
+      "recentSuccess": 58,
+      "recentSuccessRate": 0.38666666666666666,
+      "recentTerminal": 150,
+      "recentWilsonLowerBound": 0.3124898876515768,
       "running": 8,
-      "selectionWeight": 1.4660376665876804,
+      "selectionWeight": 1.6871565640054462,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.333333333333332,
-      "waiting": 26783
+      "throughputPerHour": 25.0,
+      "waiting": 26785
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1275.3284671532847,
+      "backlogHours": 1213.2916666666667,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9311724879450086,
-      "queueWeight": 0.9311724879450086,
-      "recentSuccess": 65,
-      "recentSuccessRate": 0.4744525547445255,
-      "recentTerminal": 137,
-      "recentWilsonLowerBound": 0.39267702082264716,
+      "queueFactor": 0.9365828839431817,
+      "queueWeight": 0.9365828839431817,
+      "recentSuccess": 64,
+      "recentSuccessRate": 0.4444444444444444,
+      "recentTerminal": 144,
+      "recentWilsonLowerBound": 0.36577544524654837,
       "running": 8,
-      "selectionWeight": 2.3279312198625215,
+      "selectionWeight": 2.3414572098579542,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.833333333333332,
-      "waiting": 29120
+      "throughputPerHour": 24.0,
+      "waiting": 29119
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 140.58823529411765,
+      "backlogHours": 134.2125,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5925906538045205,
-      "queueFactor": 1.2962271006375472,
-      "queueWeight": 1.2962271006375472,
-      "recentSuccess": 41,
-      "recentSuccessRate": 0.2679738562091503,
-      "recentTerminal": 153,
-      "recentWilsonLowerBound": 0.20410817120383035,
+      "qualityFactor": 0.7506798249115871,
+      "queueFactor": 1.3,
+      "queueWeight": 1.3,
+      "recentSuccess": 44,
+      "recentSuccessRate": 0.275,
+      "recentTerminal": 160,
+      "recentWilsonLowerBound": 0.2117001888931188,
       "running": 8,
-      "selectionWeight": 0.768132065045942,
+      "selectionWeight": 0.9758837723850633,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.5,
-      "waiting": 3585
+      "throughputPerHour": 26.666666666666668,
+      "waiting": 3579
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1502.90625,
+      "backlogHours": 1551.2903225806451,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.3475432036755599,
-      "queueFactor": 0.9085182600748305,
-      "queueWeight": 0.9085182600748305,
+      "qualityFactor": 0.437015707225644,
+      "queueFactor": 0.9026866850443286,
+      "queueWeight": 0.9026866850443286,
       "recentSuccess": 16,
-      "recentSuccessRate": 0.25,
-      "recentTerminal": 64,
-      "recentWilsonLowerBound": 0.16014791974174092,
+      "recentSuccessRate": 0.25806451612903225,
+      "recentTerminal": 62,
+      "recentWilsonLowerBound": 0.16554737249309678,
       "running": 7,
-      "selectionWeight": 0.3157493467041521,
+      "selectionWeight": 0.3944882600678194,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.666666666666666,
-      "waiting": 16031
+      "throughputPerHour": 10.333333333333334,
+      "waiting": 16030
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 426.2479338842975,
+      "backlogHours": 437.08474576271186,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.6707978460230712,
-      "queueFactor": 1.0975494616052137,
-      "queueWeight": 1.0975494616052137,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.2892561983471074,
-      "recentTerminal": 121,
-      "recentWilsonLowerBound": 0.21593930152944865,
+      "qualityFactor": 0.7696882915621641,
+      "queueFactor": 1.0915814618482627,
+      "queueWeight": 1.0915814618482627,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.288135593220339,
+      "recentTerminal": 118,
+      "recentWilsonLowerBound": 0.21412021512201196,
       "running": 7,
-      "selectionWeight": 0.7362338147485589,
+      "selectionWeight": 0.840177470470919,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.166666666666668,
+      "throughputPerHour": 19.666666666666668,
       "waiting": 8596
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 62.58966565349544,
+      "backlogHours": 65.14556962025317,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -557,38 +557,38 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 13,
-      "recentSuccessRate": 0.03951367781155015,
-      "recentTerminal": 329,
-      "recentWilsonLowerBound": 0.02323484979120238,
+      "recentSuccess": 14,
+      "recentSuccessRate": 0.04430379746835443,
+      "recentTerminal": 316,
+      "recentWilsonLowerBound": 0.026571266147141746,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 54.833333333333336,
-      "waiting": 3432
+      "throughputPerHour": 52.666666666666664,
+      "waiting": 3431
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 232.9879518072289,
+      "backlogHours": 238.5185185185185,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.35144161008480196,
-      "queueFactor": 1.2016373657361954,
-      "queueWeight": 1.2016373657361954,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.21686746987951808,
-      "recentTerminal": 166,
-      "recentWilsonLowerBound": 0.1609619751244593,
-      "running": 8,
-      "selectionWeight": 0.42230537055238854,
+      "qualityFactor": 0.49961313114950456,
+      "queueFactor": 1.195398436614213,
+      "queueWeight": 1.195398436614213,
+      "recentSuccess": 38,
+      "recentSuccessRate": 0.2345679012345679,
+      "recentTerminal": 162,
+      "recentWilsonLowerBound": 0.17593332446183887,
+      "running": 5,
+      "selectionWeight": 0.5972367558880495,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.666666666666668,
-      "waiting": 6446
+      "throughputPerHour": 27.0,
+      "waiting": 6440
     },
     "Iluvatar_mrv-100": {
       "available": true,
@@ -598,15 +598,15 @@
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.1854107979453642,
-      "queueFactor": 0.9009600920505105,
-      "queueWeight": 0.9009600920505105,
+      "qualityFactor": 0.21674100882854624,
+      "queueFactor": 0.8994418880056996,
+      "queueWeight": 0.8994418880056996,
       "recentSuccess": 12,
       "recentSuccessRate": 0.2033898305084746,
       "recentTerminal": 59,
       "recentWilsonLowerBound": 0.12036154854418066,
       "running": 2,
-      "selectionWeight": 0.16704772958401393,
+      "selectionWeight": 0.19494594218900763,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 9.833333333333334,
@@ -614,112 +614,112 @@
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 363.625,
+      "backlogHours": 361.0344827586207,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.25087100793782613,
-      "queueFactor": 1.1240234813794443,
-      "queueWeight": 1.1240234813794443,
+      "qualityFactor": 0.2887091977822638,
+      "queueFactor": 1.1233334633687662,
+      "queueWeight": 1.1233334633687662,
       "recentSuccess": 28,
-      "recentSuccessRate": 0.19444444444444445,
-      "recentTerminal": 144,
-      "recentWilsonLowerBound": 0.13809457199178105,
+      "recentSuccessRate": 0.19310344827586207,
+      "recentTerminal": 145,
+      "recentWilsonLowerBound": 0.1371158160661615,
       "running": 8,
-      "selectionWeight": 0.2819849037194455,
+      "selectionWeight": 0.3243167030511685,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 24.0,
-      "waiting": 8727
+      "throughputPerHour": 24.166666666666668,
+      "waiting": 8725
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 603.5999999999999,
+      "backlogHours": 585.9029126213592,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.6318489692937477,
-      "queueFactor": 1.0417441238466119,
-      "queueWeight": 1.0417441238466119,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.29,
-      "recentTerminal": 100,
-      "recentWilsonLowerBound": 0.21014706973984149,
+      "qualityFactor": 0.6285572575983358,
+      "queueFactor": 1.0446412007315093,
+      "queueWeight": 1.0446412007315093,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.27184466019417475,
+      "recentTerminal": 103,
+      "recentWilsonLowerBound": 0.19528608166385128,
       "running": 4,
-      "selectionWeight": 0.6582249509203,
+      "selectionWeight": 0.6566168083060301,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.666666666666668,
-      "waiting": 10060
+      "throughputPerHour": 17.166666666666668,
+      "waiting": 10058
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1147.5652173913043,
+      "backlogHours": 1157.578947368421,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.4179865739803013,
-      "queueFactor": 0.9460342017494904,
-      "queueWeight": 0.9460342017494904,
+      "qualityFactor": 0.4984449762823748,
+      "queueFactor": 0.9432100206003386,
+      "queueWeight": 0.9432100206003386,
       "recentSuccess": 28,
-      "recentSuccessRate": 0.24347826086956523,
-      "recentTerminal": 115,
-      "recentWilsonLowerBound": 0.17416253017380065,
-      "running": 5,
-      "selectionWeight": 0.39542959485745865,
+      "recentSuccessRate": 0.24561403508771928,
+      "recentTerminal": 114,
+      "recentWilsonLowerBound": 0.17574622644308974,
+      "running": 4,
+      "selectionWeight": 0.47013829634743404,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.166666666666668,
-      "waiting": 21995
+      "throughputPerHour": 19.0,
+      "waiting": 21994
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 963.2830188679245,
+      "backlogHours": 945.5555555555555,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9712037674189952,
-      "queueWeight": 0.9712037674189952,
-      "recentSuccess": 5,
-      "recentSuccessRate": 0.04716981132075472,
-      "recentTerminal": 106,
-      "recentWilsonLowerBound": 0.02031377339137627,
+      "queueFactor": 0.9722723638039372,
+      "queueWeight": 0.9722723638039372,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.06481481481481481,
+      "recentTerminal": 108,
+      "recentWilsonLowerBound": 0.031747786442789375,
       "running": 2,
-      "selectionWeight": 0.04856018837094976,
+      "selectionWeight": 0.04861361819019686,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 17.666666666666668,
-      "waiting": 17018
+      "throughputPerHour": 18.0,
+      "waiting": 17020
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 1353.6000000000001,
+      "backlogHours": 1373.2173913043478,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.92288989805223,
-      "queueWeight": 0.92288989805223,
+      "queueFactor": 0.91934835801763,
+      "queueWeight": 0.91934835801763,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.08571428571428572,
-      "recentTerminal": 70,
-      "recentWilsonLowerBound": 0.03987612654032837,
-      "running": 17,
-      "selectionWeight": 0.0461444949026115,
+      "recentSuccessRate": 0.08695652173913043,
+      "recentTerminal": 69,
+      "recentWilsonLowerBound": 0.040463070120907337,
+      "running": 16,
+      "selectionWeight": 0.045967417900881505,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 11.666666666666666,
+      "throughputPerHour": 11.5,
       "waiting": 15792
     },
     "hygon_k100-ai": {
@@ -731,23 +731,23 @@
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0369898474703325,
-      "queueWeight": 1.0369898474703325,
+      "queueFactor": 1.0352424202593513,
+      "queueWeight": 1.0352424202593513,
       "recentSuccess": 5,
       "recentSuccessRate": 0.025906735751295335,
       "recentTerminal": 193,
       "recentWilsonLowerBound": 0.011115289552693669,
       "running": 6,
-      "selectionWeight": 0.05184949237351663,
+      "selectionWeight": 0.051762121012967566,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 32.166666666666664,
       "waiting": 20017
     }
   },
-  "queueAttemptedAt": "2026-10-04T22:01:39.073277+00:00",
+  "queueAttemptedAt": "2026-10-04T22:12:58.386222+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-04T22:01:39.073277+00:00",
+  "queueUpdatedAt": "2026-10-04T22:12:58.386222+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index b12d269c2d..6d850ec200 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-04T22:10:10.258981+00:00",
+  "catalogUpdatedAt": "2026-10-04T22:12:58.386222+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-04T22:10:10.258981+00:00",
+  "generatedAt": "2026-10-04T22:12:58.386222+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6753,6 +6753,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-04T22:10:10.258981+00:00",
+  "taskTreeUpdatedAt": "2026-10-04T22:12:58.386222+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 03287aeb42..fce94d018e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "50663dfe04ae49270944fc70072e8494be4fd0ff7ad32a215565c4ea5b5b6846",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "ecd2afd9247cdb83e416ecbcf815b8cadfb49171729fd3fcab6d37f5c2810248",
-    ".modelhub_state/official_capabilities.json": "18800da08a755ff5b393273d609c403f8840596a9116428dc586a2808325d3ef",
+    ".modelhub_state/market_intelligence.json": "8b79946f3e3526f7aac80c7a844b187cfb9a28e1586d9d1d10dca72f1b381a18",
+    ".modelhub_state/official_capabilities.json": "c725732f49852d7f650e1ee926aa6828cf899f540cf16a901839a077e480ceda",
     ".modelhub_state/outcome_checkpoint.json": "c6edff6ef801edcc4abd656287f35e296893347f0d52982fe215d095f3530509",
     ".modelhub_state/queue_cleanup_latest.json": "df7bc260f8613ae449389782a980d2ded2b490b049202344a8c1c77a74a68de8",
     ".modelhub_state/recent_outcomes.jsonl": "74684e0cb636f08121ef1ea1446e52ebb2f1891266683fdcded66873c8d76476",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "be6b5ac3618a6d0b66ecc4c1dde4fa9ca80f256571e5c542c14a92e786d79e68",
     "outcomes/submissions.jsonl": "7a95aaa5da802af113495d8d7e72c6f50fe5e9f01182f1faad6e8b9227ef3641"
   },
-  "generation": 20607,
+  "generation": 20608,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-04T22:10:11.181725+00:00",
+  "updatedAt": "2026-10-04T22:14:08.974127+00:00",
   "writerId": "2a476b5b64aa45219c00032efc0102bb"
 }