diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 20f7cd16d8..ef6eb11239 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-27T02:29:35.075410+00:00",
+  "generatedAt": "2026-09-27T02:31:21.546228+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1325.3488372093022,
+      "backlogHours": 1305.0229007633588,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 2.5,
-      "queueFactor": 0.9359122490602623,
-      "queueWeight": 0.9359122490602623,
+      "qualityFactor": 2.400291363273652,
+      "queueFactor": 0.9470371985781815,
+      "queueWeight": 0.9470371985781815,
       "recentSuccess": 59,
-      "recentSuccessRate": 0.4573643410852713,
-      "recentTerminal": 129,
-      "recentWilsonLowerBound": 0.3738705997843074,
+      "recentSuccessRate": 0.45038167938931295,
+      "recentTerminal": 131,
+      "recentWilsonLowerBound": 0.36780548101323723,
       "running": 8,
-      "selectionWeight": 2.3397806226506557,
+      "selectionWeight": 2.273165208446083,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.5,
-      "waiting": 28495
+      "throughputPerHour": 21.833333333333332,
+      "waiting": 28493
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 133.43333333333334,
+      "backlogHours": 133.46666666666667,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.2809956309714491,
+      "qualityFactor": 0.27967289668358536,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 34,
       "recentSuccessRate": 0.18888888888888888,
       "recentTerminal": 180,
       "recentWilsonLowerBound": 0.1384357910970068,
-      "running": 9,
-      "selectionWeight": 0.36529432026288383,
+      "running": 8,
+      "selectionWeight": 0.363574765688661,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 30.0,
-      "waiting": 4003
+      "waiting": 4004
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1329.264705882353,
+      "backlogHours": 1369.7272727272727,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.5430876889099642,
-      "queueFactor": 0.9354981660405106,
-      "queueWeight": 0.9354981660405106,
+      "qualityFactor": 0.5790726901851879,
+      "queueFactor": 0.9401878670584862,
+      "queueWeight": 0.9401878670584862,
       "recentSuccess": 19,
-      "recentSuccessRate": 0.27941176470588236,
-      "recentTerminal": 68,
-      "recentWilsonLowerBound": 0.18677805007008424,
+      "recentSuccessRate": 0.2878787878787879,
+      "recentTerminal": 66,
+      "recentWilsonLowerBound": 0.19271802784703906,
       "running": 7,
-      "selectionWeight": 0.5080575369744509,
+      "selectionWeight": 0.5444371174570315,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.333333333333334,
-      "waiting": 15065
+      "throughputPerHour": 11.0,
+      "waiting": 15067
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 455.37391304347824,
+      "backlogHours": 476.01818181818186,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.14153508204935458,
-      "queueFactor": 1.0985743111695,
-      "queueWeight": 1.0985743111695,
+      "qualityFactor": 0.15572656683653907,
+      "queueFactor": 1.1017072989325645,
+      "queueWeight": 1.1017072989325645,
       "recentSuccess": 18,
-      "recentSuccessRate": 0.1565217391304348,
-      "recentTerminal": 115,
-      "recentWilsonLowerBound": 0.10136047320528255,
+      "recentSuccessRate": 0.16363636363636364,
+      "recentTerminal": 110,
+      "recentWilsonLowerBound": 0.10608722310923731,
       "running": 7,
-      "selectionWeight": 0.15548680526868838,
+      "selectionWeight": 0.17156509532152492,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 19.166666666666668,
-      "waiting": 8728
+      "throughputPerHour": 18.333333333333332,
+      "waiting": 8727
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 41.40718562874252,
+      "backlogHours": 41.87234042553191,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -498,15 +498,15 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 12,
-      "recentSuccessRate": 0.03592814371257485,
-      "recentTerminal": 334,
-      "recentWilsonLowerBound": 0.02066958952618046,
-      "running": 24,
+      "recentSuccessRate": 0.0364741641337386,
+      "recentTerminal": 329,
+      "recentWilsonLowerBound": 0.020985542377092298,
+      "running": 25,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 55.666666666666664,
-      "waiting": 2305
+      "throughputPerHour": 54.833333333333336,
+      "waiting": 2296
     },
     "Iluvatar_bi-150": {
       "available": true,
@@ -516,15 +516,15 @@
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.2300534798497063,
+      "qualityFactor": 0.2165135114915426,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 46,
-      "recentSuccessRate": 0.16546762589928057,
+      "recentSuccess": 45,
+      "recentSuccessRate": 0.1618705035971223,
       "recentTerminal": 278,
-      "recentWilsonLowerBound": 0.1264042503988959,
+      "recentWilsonLowerBound": 0.12323063036145974,
       "running": 6,
-      "selectionWeight": 0.2990695238046182,
+      "selectionWeight": 0.2814675649390054,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 46.333333333333336,
@@ -532,162 +532,162 @@
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 3837.8399999999997,
+      "backlogHours": 3998.0,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 2.4531602486296555,
-      "queueFactor": 0.7979425637039484,
-      "queueWeight": 0.7979425637039484,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.56,
-      "recentTerminal": 25,
-      "recentWilsonLowerBound": 0.37067017019564436,
+      "qualityFactor": 2.162154199489513,
+      "queueFactor": 0.800632728597111,
+      "queueWeight": 0.800632728597111,
+      "recentSuccess": 13,
+      "recentSuccessRate": 0.5416666666666666,
+      "recentTerminal": 24,
+      "recentWilsonLowerBound": 0.3507455355310663,
       "running": 2,
-      "selectionWeight": 1.957480977968163,
+      "selectionWeight": 1.731091416384991,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 4.166666666666667,
-      "waiting": 15991
+      "throughputPerHour": 4.0,
+      "waiting": 15992
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 397.5833333333333,
+      "backlogHours": 414.82608695652175,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5406341901557696,
-      "queueFactor": 1.1211673343129311,
-      "queueWeight": 1.1211673343129311,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.25,
-      "recentTerminal": 144,
-      "recentWilsonLowerBound": 0.1863940290026437,
-      "running": 8,
-      "selectionWeight": 0.6061413938153746,
+      "qualityFactor": 0.5105771636174535,
+      "queueFactor": 1.124682270295729,
+      "queueWeight": 1.124682270295729,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.2463768115942029,
+      "recentTerminal": 138,
+      "recentWilsonLowerBound": 0.18200007681875943,
+      "running": 9,
+      "selectionWeight": 0.5742370835384316,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.0,
-      "waiting": 9542
+      "throughputPerHour": 23.0,
+      "waiting": 9541
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 554.9473684210526,
+      "backlogHours": 550.0695652173913,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.6221692526283017,
-      "queueFactor": 1.0664656998865525,
-      "queueWeight": 1.0664656998865525,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.2719298245614035,
-      "recentTerminal": 114,
-      "recentWilsonLowerBound": 0.198683388564943,
+      "qualityFactor": 0.4634515354373717,
+      "queueFactor": 1.0780703835518568,
+      "queueWeight": 1.0780703835518568,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.24347826086956523,
+      "recentTerminal": 115,
+      "recentWilsonLowerBound": 0.17416253017380065,
       "running": 4,
-      "selectionWeight": 0.6635221674521351,
+      "selectionWeight": 0.4996333745666643,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.0,
-      "waiting": 10544
+      "throughputPerHour": 19.166666666666668,
+      "waiting": 10543
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2644.0,
+      "backlogHours": 2590.0408163265306,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 2.355537269538805,
-      "queueFactor": 0.843811507665118,
-      "queueWeight": 0.843811507665118,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.5,
-      "recentTerminal": 48,
-      "recentWilsonLowerBound": 0.36389098932037767,
-      "running": 5,
-      "selectionWeight": 1.9876294547709146,
+      "qualityFactor": 2.5,
+      "queueFactor": 0.8545033440472691,
+      "queueWeight": 0.8545033440472691,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.5102040816326531,
+      "recentTerminal": 49,
+      "recentWilsonLowerBound": 0.3746733153340922,
+      "running": 4,
+      "selectionWeight": 2.136258360118173,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.0,
+      "throughputPerHour": 8.166666666666666,
       "waiting": 21152
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 4938.599999999999,
+      "backlogHours": 4703.714285714285,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.1072314541263795,
-      "queueFactor": 0.7683234414936464,
-      "queueWeight": 0.7683234414936464,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.45,
-      "recentTerminal": 20,
-      "recentWilsonLowerBound": 0.25819502085709295,
+      "qualityFactor": 1.3530340866869834,
+      "queueFactor": 0.7813464041074899,
+      "queueWeight": 0.7813464041074899,
+      "recentSuccess": 10,
+      "recentSuccessRate": 0.47619047619047616,
+      "recentTerminal": 21,
+      "recentWilsonLowerBound": 0.28343712296762946,
       "running": 2,
-      "selectionWeight": 0.8507118813643944,
+      "selectionWeight": 1.0571883182677362,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 3.3333333333333335,
-      "waiting": 16462
+      "throughputPerHour": 3.5,
+      "waiting": 16463
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 852.2448979591837,
+      "backlogHours": 907.9565217391304,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 1.0395713470384367,
+      "qualityFactor": 1.1037205791141662,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.336734693877551,
-      "recentTerminal": 98,
-      "recentWilsonLowerBound": 0.2508999290009148,
-      "running": 17,
-      "selectionWeight": 1.0395713470384367,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.34782608695652173,
+      "recentTerminal": 92,
+      "recentWilsonLowerBound": 0.25837611776941677,
+      "running": 16,
+      "selectionWeight": 1.1037205791141662,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.333333333333332,
-      "waiting": 13920
+      "throughputPerHour": 15.333333333333334,
+      "waiting": 13922
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1186.9772727272727,
+      "backlogHours": 1187.7272727272727,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.5063867971482193,
-      "queueFactor": 0.9515208321516591,
-      "queueWeight": 0.9515208321516591,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.26136363636363635,
+      "qualityFactor": 0.6313932404553367,
+      "queueFactor": 0.9605107913609335,
+      "queueWeight": 0.9605107913609335,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.2840909090909091,
       "recentTerminal": 88,
-      "recentWilsonLowerBound": 0.18093113139383876,
+      "recentWilsonLowerBound": 0.20044636326587595,
       "running": 6,
-      "selectionWeight": 0.481837586613087,
+      "selectionWeight": 0.6064600210496996,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 14.666666666666666,
-      "waiting": 17409
+      "waiting": 17420
     }
   },
-  "queueAttemptedAt": "2026-09-27T02:19:43.607371+00:00",
+  "queueAttemptedAt": "2026-09-27T02:31:21.546228+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-27T02:19:43.607371+00:00",
+  "queueUpdatedAt": "2026-09-27T02:31:21.546228+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index eaa26639ed..6e173198c4 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-27T02:29:35.075410+00:00",
+  "catalogUpdatedAt": "2026-09-27T02:31:21.546228+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-27T02:29:35.075410+00:00",
+  "generatedAt": "2026-09-27T02:31:21.546228+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6433,6 +6433,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-27T02:29:35.075410+00:00",
+  "taskTreeUpdatedAt": "2026-09-27T02:31:21.546228+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index ef45fa7310..2c2cf04f97 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "055630ce0709ffff0f6aad0d514eaa8db186e682a2a6e849a1a06d5ba39510f5",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "4d7d2733b3a28013e01834a5dd003c5b1c53a2a061c61106fcdff9fcc7179a05",
-    ".modelhub_state/official_capabilities.json": "710433b84299c1cc3f456cf99c9a9c7f3aa637680419c35d0a2c566e6b8fbbdd",
+    ".modelhub_state/market_intelligence.json": "68c69ecc3106e24b3da4e466331c847f498decc67c67d5a428e71fe749fe596a",
+    ".modelhub_state/official_capabilities.json": "73a6e8af8e61479b786be86b40eff5ea5215d9fd77dc50e2273837628430dcf0",
     ".modelhub_state/outcome_checkpoint.json": "b54f2e76d961b81f346a7b57776e0d6659a2f84282bdc29e568c3d5a8d7a8c15",
     ".modelhub_state/queue_cleanup_latest.json": "b69db35ea5af4823fabc8c6619e19c96122a741133f3b8872b1f872f790bc44e",
     ".modelhub_state/recent_outcomes.jsonl": "6ca02e17ab93c8578a1e3b64fa4ecefc028505ff16b84e9748ec2f30333d872b",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "23ba460d5e2ec5fac8ad0eca5544f4f4405d9cba4af0ac32f22689d65fc9fc4c",
     "outcomes/submissions.jsonl": "99d31df22a33c7bcd0942f6c2a4d380fa28bcd3ca317801f47fc2f57e7cd3a0d"
   },
-  "generation": 16982,
+  "generation": 16983,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-27T02:29:38.364592+00:00",
+  "updatedAt": "2026-09-27T02:31:24.527118+00:00",
   "writerId": "6e8ddfbd92ca45ccaf79298516f8a6ea"
 }