diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index fca5bb7de2..33026147b1 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-14T10:44:30.484914+00:00",
+  "generatedAt": "2026-10-14T10:46:56.755479+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 287.8546712802768,
+      "backlogHours": 287.4300518134715,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.07814386519304437,
-      "queueFactor": 1.1886739496436913,
-      "queueWeight": 1.1886739496436913,
+      "qualityFactor": 0.07916273340237463,
+      "queueFactor": 1.1870403418504187,
+      "queueWeight": 1.1870403418504187,
       "recentSuccess": 47,
-      "recentSuccessRate": 0.08131487889273356,
-      "recentTerminal": 578,
-      "recentWilsonLowerBound": 0.061699215007029545,
-      "running": 8,
-      "selectionWeight": 0.09288757687944021,
+      "recentSuccessRate": 0.08117443868739206,
+      "recentTerminal": 579,
+      "recentWilsonLowerBound": 0.061591685215274555,
+      "running": 9,
+      "selectionWeight": 0.09396935811976835,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 96.33333333333333,
-      "waiting": 27730
+      "throughputPerHour": 96.5,
+      "waiting": 27737
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1380.0441176470588,
+      "backlogHours": 1400.8208955223881,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9396254943224701,
-      "queueWeight": 0.9396254943224701,
-      "recentSuccess": 51,
-      "recentSuccessRate": 0.375,
-      "recentTerminal": 136,
-      "recentWilsonLowerBound": 0.29811996168499116,
+      "queueFactor": 0.9360260016755637,
+      "queueWeight": 0.9360260016755637,
+      "recentSuccess": 50,
+      "recentSuccessRate": 0.373134328358209,
+      "recentTerminal": 134,
+      "recentWilsonLowerBound": 0.29585320691015,
       "running": 8,
-      "selectionWeight": 2.3490637358061752,
+      "selectionWeight": 2.3400650041889093,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.666666666666668,
-      "waiting": 31281
+      "throughputPerHour": 22.333333333333332,
+      "waiting": 31285
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 143.39449541284404,
+      "backlogHours": 144.91666666666666,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.198439390201761,
+      "qualityFactor": 0.2060091056180226,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 29,
-      "recentSuccessRate": 0.13302752293577982,
-      "recentTerminal": 218,
-      "recentWilsonLowerBound": 0.09424301723208656,
+      "recentSuccessRate": 0.13425925925925927,
+      "recentTerminal": 216,
+      "recentWilsonLowerBound": 0.09513156655638767,
       "running": 8,
-      "selectionWeight": 0.2579712072622893,
+      "selectionWeight": 0.2678118373034294,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 36.333333333333336,
-      "waiting": 5210
+      "throughputPerHour": 36.0,
+      "waiting": 5217
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1543.1999999999998,
+      "backlogHours": 1393.5,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.7282517176289833,
-      "queueFactor": 0.9240073058606906,
-      "queueWeight": 0.9240073058606906,
+      "qualityFactor": 0.5857064844943776,
+      "queueFactor": 0.936761986358734,
+      "queueWeight": 0.936761986358734,
       "recentSuccess": 17,
-      "recentSuccessRate": 0.26153846153846155,
-      "recentTerminal": 65,
-      "recentWilsonLowerBound": 0.17018055060319134,
+      "recentSuccessRate": 0.2361111111111111,
+      "recentTerminal": 72,
+      "recentWilsonLowerBound": 0.15296584625945536,
       "running": 7,
-      "selectionWeight": 0.6729099075947773,
+      "selectionWeight": 0.5486675698381441,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.833333333333334,
-      "waiting": 16718
+      "throughputPerHour": 12.0,
+      "waiting": 16722
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 392.60294117647055,
+      "backlogHours": 381.6,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.24265938551754962,
-      "queueFactor": 1.1346076435196,
-      "queueWeight": 1.1346076435196,
-      "recentSuccess": 21,
-      "recentSuccessRate": 0.15441176470588236,
-      "recentTerminal": 136,
-      "recentWilsonLowerBound": 0.10326721361886773,
+      "qualityFactor": 0.20263047949104704,
+      "queueFactor": 1.1376378944636827,
+      "queueWeight": 1.1376378944636827,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.14285714285714285,
+      "recentTerminal": 140,
+      "recentWilsonLowerBound": 0.09441918873244962,
       "running": 7,
-      "selectionWeight": 0.27532319357998114,
+      "selectionWeight": 0.2305201120423612,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.666666666666668,
-      "waiting": 8899
+      "throughputPerHour": 23.333333333333332,
+      "waiting": 8904
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 81.77215189873418,
+      "backlogHours": 82.04237288135593,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -567,196 +567,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 11,
-      "recentSuccessRate": 0.046413502109704644,
-      "recentTerminal": 237,
-      "recentWilsonLowerBound": 0.02611104013245212,
+      "recentSuccessRate": 0.046610169491525424,
+      "recentTerminal": 236,
+      "recentWilsonLowerBound": 0.026222520430890277,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 39.5,
-      "waiting": 3230
+      "throughputPerHour": 39.333333333333336,
+      "waiting": 3227
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 152.25263157894736,
+      "backlogHours": 151.44755244755245,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.20513016892919061,
+      "qualityFactor": 0.2069765170138116,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 37,
-      "recentSuccessRate": 0.12982456140350876,
-      "recentTerminal": 285,
-      "recentWilsonLowerBound": 0.09567432086451995,
-      "running": 5,
-      "selectionWeight": 0.2666692196079478,
+      "recentSuccessRate": 0.12937062937062938,
+      "recentTerminal": 286,
+      "recentWilsonLowerBound": 0.0953343682269462,
+      "running": 8,
+      "selectionWeight": 0.26906947211795507,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 47.5,
-      "waiting": 7232
+      "throughputPerHour": 47.666666666666664,
+      "waiting": 7219
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2377.35,
+      "backlogHours": 2376.6,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.3575274191776292,
-      "queueFactor": 0.866013712283605,
-      "queueWeight": 0.866013712283605,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.225,
+      "qualityFactor": 0.2559625105306402,
+      "queueFactor": 0.8646729856992033,
+      "queueWeight": 0.8646729856992033,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.2,
       "recentTerminal": 40,
-      "recentWilsonLowerBound": 0.12315953254678531,
+      "recentWilsonLowerBound": 0.10499864973166873,
       "running": 2,
-      "selectionWeight": 0.3096236475251952,
+      "selectionWeight": 0.2213238682075924,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 6.666666666666667,
-      "waiting": 15849
+      "waiting": 15844
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 348.7132867132867,
+      "backlogHours": 339.7551020408163,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5126007774250949,
-      "queueFactor": 1.154964041010058,
-      "queueWeight": 1.154964041010058,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.20279720279720279,
-      "recentTerminal": 143,
-      "recentWilsonLowerBound": 0.1450743778152789,
+      "qualityFactor": 0.44639230884342596,
+      "queueFactor": 1.157631689160026,
+      "queueWeight": 1.157631689160026,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.19047619047619047,
+      "recentTerminal": 147,
+      "recentWilsonLowerBound": 0.13519940450663895,
       "running": 8,
-      "selectionWeight": 0.5920354653197849,
+      "selectionWeight": 0.5167578825144592,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 23.833333333333332,
-      "waiting": 8311
+      "throughputPerHour": 24.5,
+      "waiting": 8324
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 606.8571428571429,
+      "backlogHours": 607.0857142857143,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.38134947372320316,
-      "queueFactor": 1.0628592757722994,
-      "queueWeight": 1.0628592757722994,
-      "recentSuccess": 20,
-      "recentSuccessRate": 0.19047619047619047,
+      "qualityFactor": 0.44275887467522307,
+      "queueFactor": 1.0611036362033845,
+      "queueWeight": 1.0611036362033845,
+      "recentSuccess": 21,
+      "recentSuccessRate": 0.2,
       "recentTerminal": 105,
-      "recentWilsonLowerBound": 0.12682403782859736,
+      "recentWilsonLowerBound": 0.13469807905069028,
       "running": 4,
-      "selectionWeight": 0.40532082545759124,
+      "selectionWeight": 0.4698130518791978,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 17.5,
-      "waiting": 10620
+      "waiting": 10624
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2465.7096774193546,
+      "backlogHours": 2465.6129032258063,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.6853441761744811,
-      "queueFactor": 0.8612861158137957,
-      "queueWeight": 0.8612861158137957,
+      "qualityFactor": 0.6969493748255058,
+      "queueFactor": 0.8599170710945817,
+      "queueWeight": 0.8599170710945817,
       "recentSuccess": 16,
       "recentSuccessRate": 0.25806451612903225,
       "recentTerminal": 62,
       "recentWilsonLowerBound": 0.16554737249309678,
       "running": 4,
-      "selectionWeight": 0.5902774234929244,
+      "selectionWeight": 0.5993186651011487,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 10.333333333333334,
-      "waiting": 25479
+      "waiting": 25478
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2452.3636363636365,
+      "backlogHours": 2452.6363636363635,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.08478198928035505,
-      "queueFactor": 0.8619875776011641,
-      "queueWeight": 0.8619875776011641,
+      "qualityFactor": 0.08621763557579692,
+      "queueFactor": 0.8605979957888262,
+      "queueWeight": 0.8605979957888262,
       "recentSuccess": 6,
       "recentSuccessRate": 0.13636363636363635,
       "recentTerminal": 44,
       "recentWilsonLowerBound": 0.06402867407860051,
       "running": 2,
-      "selectionWeight": 0.07308102156398111,
+      "selectionWeight": 0.07419872437818224,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 7.333333333333333,
-      "waiting": 17984
+      "waiting": 17986
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 1215.45,
+      "backlogHours": 1200.888888888889,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9576971005302818,
-      "queueWeight": 0.9576971005302818,
+      "queueFactor": 0.9578993549328082,
+      "queueWeight": 0.9578993549328082,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.075,
-      "recentTerminal": 80,
-      "recentWilsonLowerBound": 0.03482477485108787,
+      "recentSuccessRate": 0.07407407407407407,
+      "recentTerminal": 81,
+      "recentWilsonLowerBound": 0.03438916189352608,
       "running": 16,
-      "selectionWeight": 0.047884855026514093,
+      "selectionWeight": 0.04789496774664041,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 13.333333333333334,
-      "waiting": 16206
+      "throughputPerHour": 13.5,
+      "waiting": 16212
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1218.3925233644861,
+      "backlogHours": 1195.926605504587,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.8199181045354245,
-      "queueFactor": 0.9573498056932892,
-      "queueWeight": 0.9573498056932892,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.2523364485981308,
-      "recentTerminal": 107,
-      "recentWilsonLowerBound": 0.17960316950001598,
-      "running": 6,
-      "selectionWeight": 0.7849484380613986,
+      "qualityFactor": 0.9667617707530844,
+      "queueFactor": 0.9584945010356242,
+      "queueWeight": 0.9584945010356242,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.26605504587155965,
+      "recentTerminal": 109,
+      "recentWilsonLowerBound": 0.19209740149947543,
+      "running": 7,
+      "selectionWeight": 0.9266358410782941,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.833333333333332,
-      "waiting": 21728
+      "throughputPerHour": 18.166666666666668,
+      "waiting": 21726
     }
   },
-  "queueAttemptedAt": "2026-10-14T10:36:48.144260+00:00",
+  "queueAttemptedAt": "2026-10-14T10:46:56.755479+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-14T10:36:48.144260+00:00",
+  "queueUpdatedAt": "2026-10-14T10:46:56.755479+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index a9133388f4..ccdaf70d69 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-14T10:44:30.484914+00:00",
+  "catalogUpdatedAt": "2026-10-14T10:46:56.755479+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-14T10:44:30.484914+00:00",
+  "generatedAt": "2026-10-14T10:46:56.755479+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6908,6 +6908,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-14T10:44:30.484914+00:00",
+  "taskTreeUpdatedAt": "2026-10-14T10:46:56.755479+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 62afee10db..535d7c4a86 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "2a0ac4839036496a22d586ac34caf6ef337063e2c8d042b928189b910e90075a",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "669ba000469c8fe68237161de491104e668f0281d176b0ff8c935beef9b73d86",
-    ".modelhub_state/official_capabilities.json": "3b7fc1dc7a9454d0b310b1b12b3c671ac86391216e1ead11aee4ce4c2a2651da",
+    ".modelhub_state/market_intelligence.json": "6b02275444f14cb93a962a424146d8d17f697ec8096ac33061ed8e8e759fe2d3",
+    ".modelhub_state/official_capabilities.json": "7a639427a53c355f8e7a37fa434cbac88ab97896de6f91fc9a3bdf1cb4623e23",
     ".modelhub_state/outcome_checkpoint.json": "f68e4b2eed232a2a436130e3721ecf592b04ebe95caf286fea7f2f3315a71387",
     ".modelhub_state/queue_cleanup_latest.json": "78f07e2bb9dacf1f600a12be0e4342cdef16e1a3922a8f327eb9d8bee5f48363",
     ".modelhub_state/recent_outcomes.jsonl": "530c3f3f681469cb91364456a0b40c6fcc13b4df04b6e2659e523f96bbbc2ce5",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "5edf665bc5b25950d8030428db1789210947c96a10878240bd069aece1987eb1",
     "outcomes/submissions.jsonl": "72c38526aa344e2e6f5e4628ead778e6682e35212f44bd1dace0908505a3122d"
   },
-  "generation": 24760,
+  "generation": 24761,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-14T10:46:53.615585+00:00",
+  "updatedAt": "2026-10-14T10:47:00.065428+00:00",
   "writerId": "9b5b3ed8772344608455c7e3b71f5c9f"
 }