diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 6b9f79c4d1..b1e439a38d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-09-30T12:59:41.668914+00:00",
+  "communityAttemptedAt": "2026-09-30T13:17:42.447026+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-09-30T12:59:41.668914+00:00",
+  "communityUpdatedAt": "2026-09-30T13:17:42.447026+00:00",
   "frameworkAttemptedAt": "2026-09-30T08:06:04.668005+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-30T13:14:32.153707+00:00",
+  "generatedAt": "2026-09-30T13:17:42.447026+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1062.0,
+      "backlogHours": 1041.7692307692307,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.0641735079203771,
-      "queueFactor": 0.9915489615643844,
-      "queueWeight": 0.9915489615643844,
-      "recentSuccess": 43,
-      "recentSuccessRate": 0.28104575163398693,
-      "recentTerminal": 153,
-      "recentWilsonLowerBound": 0.21585451117980445,
-      "running": 7,
-      "selectionWeight": 1.0551801367027782,
+      "qualityFactor": 1.0839748225373254,
+      "queueFactor": 0.9929038024269585,
+      "queueWeight": 0.9929038024269585,
+      "recentSuccess": 47,
+      "recentSuccessRate": 0.30128205128205127,
+      "recentTerminal": 156,
+      "recentWilsonLowerBound": 0.2347685044598138,
+      "running": 8,
+      "selectionWeight": 1.076282723032398,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.5,
-      "waiting": 27081
+      "throughputPerHour": 26.0,
+      "waiting": 27086
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1256.3309352517986,
+      "backlogHours": 1323.1363636363637,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9668681039033146,
-      "queueWeight": 0.9668681039033146,
-      "recentSuccess": 55,
-      "recentSuccessRate": 0.39568345323741005,
-      "recentTerminal": 139,
-      "recentWilsonLowerBound": 0.3182471831509885,
+      "queueFactor": 0.9579265535853762,
+      "queueWeight": 0.9579265535853762,
+      "recentSuccess": 56,
+      "recentSuccessRate": 0.42424242424242425,
+      "recentTerminal": 132,
+      "recentWilsonLowerBound": 0.3432446996414888,
       "running": 8,
-      "selectionWeight": 2.4171702597582865,
+      "selectionWeight": 2.39481638396344,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 23.166666666666668,
-      "waiting": 29105
+      "throughputPerHour": 22.0,
+      "waiting": 29109
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 128.5578947368421,
+      "backlogHours": 128.62105263157895,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.21332396815942375,
+      "qualityFactor": 0.1980928980773017,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.14736842105263157,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.15263157894736842,
       "recentTerminal": 190,
-      "recentWilsonLowerBound": 0.1039682587715899,
+      "recentWilsonLowerBound": 0.10842189026201471,
       "running": 8,
-      "selectionWeight": 0.2773211586072509,
+      "selectionWeight": 0.25752076750049224,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 31.666666666666668,
-      "waiting": 4071
+      "waiting": 4073
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1243.6216216216217,
+      "backlogHours": 1242.972972972973,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.46854738698240367,
-      "queueFactor": 0.968343857281917,
-      "queueWeight": 0.968343857281917,
-      "recentSuccess": 17,
-      "recentSuccessRate": 0.22972972972972974,
+      "qualityFactor": 0.3351887954007241,
+      "queueFactor": 0.9669491811742865,
+      "queueWeight": 0.9669491811742865,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.21621621621621623,
       "recentTerminal": 74,
-      "recentWilsonLowerBound": 0.1486706552074038,
+      "recentWilsonLowerBound": 0.13770335267426506,
       "running": 7,
-      "selectionWeight": 0.4537149840299038,
+      "selectionWeight": 0.3241105312515256,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 12.333333333333334,
-      "waiting": 15338
+      "waiting": 15330
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 460.9565217391304,
+      "backlogHours": 430.7317073170732,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.4905683546699205,
-      "queueFactor": 1.1237865940399552,
-      "queueWeight": 1.1237865940399552,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.21739130434782608,
-      "recentTerminal": 115,
-      "recentWilsonLowerBound": 0.15180693897797626,
+      "qualityFactor": 0.5291963180133996,
+      "queueFactor": 1.133553119449609,
+      "queueWeight": 1.133553119449609,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.23577235772357724,
+      "recentTerminal": 123,
+      "recentWilsonLowerBound": 0.169470182254119,
       "running": 7,
-      "selectionWeight": 0.5512941404382947,
+      "selectionWeight": 0.5998721370853364,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.166666666666668,
-      "waiting": 8835
+      "throughputPerHour": 20.5,
+      "waiting": 8830
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 31.402409638554214,
+      "backlogHours": 31.674757281553397,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,147 +558,147 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.01927710843373494,
-      "recentTerminal": 415,
-      "recentWilsonLowerBound": 0.009799547365679284,
+      "recentSuccessRate": 0.019417475728155338,
+      "recentTerminal": 412,
+      "recentWilsonLowerBound": 0.009871135911064002,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 69.16666666666667,
-      "waiting": 2172
+      "throughputPerHour": 68.66666666666667,
+      "waiting": 2175
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 93.18072289156626,
+      "backlogHours": 91.47337278106508,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.11774962896721647,
+      "qualityFactor": 0.09580119423148134,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 36,
-      "recentSuccessRate": 0.10843373493975904,
-      "recentTerminal": 332,
-      "recentWilsonLowerBound": 0.07935816761373643,
+      "recentSuccessRate": 0.10650887573964497,
+      "recentTerminal": 338,
+      "recentWilsonLowerBound": 0.07793074008695128,
       "running": 9,
-      "selectionWeight": 0.15307451765738142,
+      "selectionWeight": 0.12454155250092575,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 55.333333333333336,
-      "waiting": 5156
+      "throughputPerHour": 56.333333333333336,
+      "waiting": 5153
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2252.0,
+      "backlogHours": 2199.767441860465,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.2223675810932968,
-      "queueFactor": 0.8858242875856641,
-      "queueWeight": 0.8858242875856641,
-      "recentSuccess": 15,
-      "recentSuccessRate": 0.35714285714285715,
-      "recentTerminal": 42,
-      "recentWilsonLowerBound": 0.22988992501626865,
+      "qualityFactor": 1.177428045767007,
+      "queueFactor": 0.8875981478408389,
+      "queueWeight": 0.8875981478408389,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.37209302325581395,
+      "recentTerminal": 43,
+      "recentWilsonLowerBound": 0.2437613889377433,
       "running": 2,
-      "selectionWeight": 1.0828028916897812,
+      "selectionWeight": 1.0450829526386538,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 7.0,
-      "waiting": 15764
+      "throughputPerHour": 7.166666666666667,
+      "waiting": 15765
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 319.5744680851064,
+      "backlogHours": 319.36170212765956,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.4583611999414121,
-      "queueFactor": 1.1872632644418342,
-      "queueWeight": 1.1872632644418342,
+      "qualityFactor": 0.38811591427989744,
+      "queueFactor": 1.1855789441670175,
+      "queueWeight": 1.1855789441670175,
       "recentSuccess": 29,
       "recentSuccessRate": 0.20567375886524822,
       "recentTerminal": 141,
       "recentWilsonLowerBound": 0.14719271409491425,
       "running": 8,
-      "selectionWeight": 0.5441954145359172,
+      "selectionWeight": 0.46014205586637746,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 23.5,
-      "waiting": 7510
+      "waiting": 7505
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 556.141592920354,
+      "backlogHours": 566.1081081081081,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9048387776694802,
-      "queueFactor": 1.0925844999963235,
-      "queueWeight": 1.0925844999963235,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.2743362831858407,
-      "recentTerminal": 113,
-      "recentWilsonLowerBound": 0.2005129306491566,
+      "qualityFactor": 0.7317564844689957,
+      "queueFactor": 1.0880228005946395,
+      "queueWeight": 1.0880228005946395,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.2702702702702703,
+      "recentTerminal": 111,
+      "recentWilsonLowerBound": 0.19636788511059944,
       "running": 4,
-      "selectionWeight": 0.9886128234772935,
+      "selectionWeight": 0.7961677395852444,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.833333333333332,
-      "waiting": 10474
+      "throughputPerHour": 18.5,
+      "waiting": 10473
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1715.5324675324675,
+      "backlogHours": 1785.081081081081,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 2.198974627059083,
-      "queueFactor": 0.9227265146413565,
-      "queueWeight": 0.9227265146413565,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.4025974025974026,
-      "recentTerminal": 77,
-      "recentWilsonLowerBound": 0.30021845862969854,
+      "qualityFactor": 1.707735753773589,
+      "queueFactor": 0.9158497067986944,
+      "queueWeight": 0.9158497067986944,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.3918918918918919,
+      "recentTerminal": 74,
+      "recentWilsonLowerBound": 0.28864748449945055,
       "running": 4,
-      "selectionWeight": 2.0290521934110046,
+      "selectionWeight": 1.5640292893831889,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.833333333333334,
+      "throughputPerHour": 12.333333333333334,
       "waiting": 22016
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3636.8571428571427,
+      "backlogHours": 3511.034482758621,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.20508402393795586,
-      "queueFactor": 0.8243732770898373,
-      "queueWeight": 0.8243732770898373,
-      "recentSuccess": 6,
-      "recentSuccessRate": 0.21428571428571427,
-      "recentTerminal": 28,
-      "recentWilsonLowerBound": 0.10212321701189421,
+      "qualityFactor": 0.25765157351901363,
+      "queueFactor": 0.8274802530295253,
+      "queueWeight": 0.8274802530295253,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.2413793103448276,
+      "recentTerminal": 29,
+      "recentWilsonLowerBound": 0.12218268185062132,
       "running": 2,
-      "selectionWeight": 0.16906578889250332,
+      "selectionWeight": 0.21320158924896876,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 4.666666666666667,
-      "waiting": 16972
+      "throughputPerHour": 4.833333333333333,
+      "waiting": 16970
     },
     "Vastai_va16": {
       "available": true,
@@ -708,15 +708,15 @@
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.1623819613316158,
-      "queueFactor": 1.0090366771958428,
-      "queueWeight": 1.0090366771958428,
+      "qualityFactor": 0.1374964185294014,
+      "queueFactor": 1.0075045446207893,
+      "queueWeight": 1.0075045446207893,
       "recentSuccess": 14,
       "recentSuccessRate": 0.15053763440860216,
       "recentTerminal": 93,
       "recentWilsonLowerBound": 0.09184093232479834,
       "running": 16,
-      "selectionWeight": 0.16384935469859743,
+      "selectionWeight": 0.138528266537454,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 15.5,
@@ -724,30 +724,30 @@
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1171.0625,
+      "backlogHours": 1170.875,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 1.3162892335794438,
-      "queueFactor": 0.9771153377199424,
-      "queueWeight": 0.9771153377199424,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.3229166666666667,
+      "qualityFactor": 1.021398964946239,
+      "queueFactor": 0.9756551084271403,
+      "queueWeight": 0.9756551084271403,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.3125,
       "recentTerminal": 96,
-      "recentWilsonLowerBound": 0.23775702086652162,
+      "recentWilsonLowerBound": 0.22850817977225668,
       "running": 6,
-      "selectionWeight": 1.2861663990061025,
+      "selectionWeight": 0.9965331178919916,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 16.0,
-      "waiting": 18737
+      "waiting": 18734
     }
   },
-  "queueAttemptedAt": "2026-09-30T13:05:38.548757+00:00",
+  "queueAttemptedAt": "2026-09-30T13:17:42.447026+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-30T13:05:38.548757+00:00",
+  "queueUpdatedAt": "2026-09-30T13:17:42.447026+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d265e394c4..18ef884ef1 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-30T13:14:32.153707+00:00",
+  "catalogUpdatedAt": "2026-09-30T13:17:42.447026+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-30T13:14:32.153707+00:00",
+  "generatedAt": "2026-09-30T13:17:42.447026+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6346,6 +6346,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-30T13:14:32.153707+00:00",
+  "taskTreeUpdatedAt": "2026-09-30T13:17:42.447026+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 7f27f61219..7a4d70facb 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "2baf1850cc40acf0c2d1e0c03851bb49f4c8621b7c991e33e90a440233a4cf6b",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "8da86cc6274b854785961be91ccaeeb0b3881f00747c254562e66d1b8859633a",
-    ".modelhub_state/official_capabilities.json": "c3bea47f00678b6d7d924055c65504ec06ee843a5eaf6cdf3e8067bccb0a26cd",
+    ".modelhub_state/market_intelligence.json": "6a8e44546d88a90f74f8387d01503ee44a7abc3063cb607c3df91e89693cc3b3",
+    ".modelhub_state/official_capabilities.json": "8c44731d52d3d4bd9753475769523c915ac79748aff1a45297e74bca1627444f",
     ".modelhub_state/outcome_checkpoint.json": "538c5e4627212b697b28965095659136b478ada48f8b0f1580d120b7f3d9c92a",
     ".modelhub_state/queue_cleanup_latest.json": "ecb2b7611d0717f1ab481a3c4c6940229c039e583d2877be360b8ee8616f1ab5",
     ".modelhub_state/recent_outcomes.jsonl": "25f69a9abe2247996bb30fecb7a4bbdf62d7386311bf71d7856ef7d303896a7d",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "c54ffe4d78f69148f3971798d87ca8a120552a43d27c03b27f66f3c2643b2470",
     "outcomes/submissions.jsonl": "32906cdc5a9aeb3ae0e5a3b1d56645ca6b694dc7f6c42bf6370e012064da8dad"
   },
-  "generation": 18795,
+  "generation": 18796,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-30T13:14:32.918550+00:00",
+  "updatedAt": "2026-09-30T13:18:28.319758+00:00",
   "writerId": "a812d0e025c3474eb16b828a4d987334"
 }