diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 066919a7dd..8a5a3c901d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-09-29T22:43:44.552754+00:00",
+  "communityAttemptedAt": "2026-09-29T23:00:32.870360+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-09-29T22:43:44.552754+00:00",
+  "communityUpdatedAt": "2026-09-29T23:00:32.870360+00:00",
   "frameworkAttemptedAt": "2026-09-29T20:18:03.570924+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-29T22:56:52.871690+00:00",
+  "generatedAt": "2026-09-29T23:00:32.870360+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1355.3,
+      "backlogHours": 1333.081967213115,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.40865986403885957,
-      "queueFactor": 0.9754699559667435,
-      "queueWeight": 0.9754699559667435,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.3,
-      "recentTerminal": 120,
-      "recentWilsonLowerBound": 0.2252550133867232,
-      "running": 8,
-      "selectionWeight": 0.3986354195793617,
+      "qualityFactor": 0.3794877919344241,
+      "queueFactor": 0.9778551725131971,
+      "queueWeight": 0.9778551725131971,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.28688524590163933,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.21409630394923995,
+      "running": 7,
+      "selectionWeight": 0.37108410024868854,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.0,
+      "throughputPerHour": 20.333333333333332,
       "waiting": 27106
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1333.9846153846154,
+      "backlogHours": 1334.076923076923,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.2235422119229868,
-      "queueFactor": 0.9777922494419317,
-      "queueWeight": 0.9777922494419317,
-      "recentSuccess": 59,
-      "recentSuccessRate": 0.45384615384615384,
+      "qualityFactor": 1.2158638243071467,
+      "queueFactor": 0.9777457450230232,
+      "queueWeight": 0.9777457450230232,
+      "recentSuccess": 58,
+      "recentSuccessRate": 0.4461538461538462,
       "recentTerminal": 130,
-      "recentWilsonLowerBound": 0.37081296212173775,
+      "recentWilsonLowerBound": 0.36346864778647375,
       "running": 8,
-      "selectionWeight": 1.196370091683334,
+      "selectionWeight": 1.1888056807437333,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 21.666666666666668,
-      "waiting": 28903
+      "waiting": 28905
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 121.88235294117646,
+      "backlogHours": 123.00000000000001,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.06359098020317966,
+      "qualityFactor": 0.07403041673880123,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.13725490196078433,
-      "recentTerminal": 204,
-      "recentWilsonLowerBound": 0.0966978862269105,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.14356435643564355,
+      "recentTerminal": 202,
+      "recentWilsonLowerBound": 0.10185408127265676,
       "running": 8,
-      "selectionWeight": 0.08266827426413356,
+      "selectionWeight": 0.0962395417604416,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 34.0,
-      "waiting": 4144
+      "throughputPerHour": 33.666666666666664,
+      "waiting": 4141
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1789.7307692307693,
+      "backlogHours": 1662.2142857142856,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.21349273482279166,
-      "queueFactor": 0.9356233631990765,
-      "queueWeight": 0.9356233631990765,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.2692307692307692,
-      "recentTerminal": 52,
-      "recentWilsonLowerBound": 0.1676881003582587,
+      "qualityFactor": 0.22721365068104069,
+      "queueFactor": 0.9460193374606859,
+      "queueWeight": 0.9460193374606859,
+      "recentSuccess": 15,
+      "recentSuccessRate": 0.26785714285714285,
+      "recentTerminal": 56,
+      "recentWilsonLowerBound": 0.16957158661894964,
       "running": 7,
-      "selectionWeight": 0.19974879057346892,
+      "selectionWeight": 0.21494850727930184,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.666666666666666,
-      "waiting": 15511
+      "throughputPerHour": 9.333333333333334,
+      "waiting": 15514
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 567.1304347826086,
+      "backlogHours": 567.2608695652174,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.17808642874521471,
-      "queueFactor": 1.1116466677571464,
-      "queueWeight": 1.1116466677571464,
+      "qualityFactor": 0.18493124716843468,
+      "queueFactor": 1.1115669908567576,
+      "queueWeight": 1.1115669908567576,
       "recentSuccess": 21,
       "recentSuccessRate": 0.22826086956521738,
       "recentTerminal": 92,
       "recentWilsonLowerBound": 0.1544207850299761,
       "running": 7,
-      "selectionWeight": 0.19796918508738842,
+      "selectionWeight": 0.2055634699304042,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 15.333333333333334,
-      "waiting": 8696
+      "waiting": 8698
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 28.672566371681416,
+      "backlogHours": 31.62439024390244,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,19 +558,19 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 7,
-      "recentSuccessRate": 0.015486725663716814,
-      "recentTerminal": 452,
-      "recentWilsonLowerBound": 0.007521481325742497,
-      "running": 24,
+      "recentSuccessRate": 0.01707317073170732,
+      "recentTerminal": 410,
+      "recentWilsonLowerBound": 0.008294210338180192,
+      "running": 23,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 75.33333333333333,
-      "waiting": 2160
+      "throughputPerHour": 68.33333333333333,
+      "waiting": 2161
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 93.75,
+      "backlogHours": 111.75272727272727,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
@@ -579,175 +579,175 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.07621951219512195,
-      "recentTerminal": 328,
-      "recentWilsonLowerBound": 0.052156877732038164,
-      "running": 6,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.08727272727272728,
+      "recentTerminal": 275,
+      "recentWilsonLowerBound": 0.05934703479036702,
+      "running": 2,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 54.666666666666664,
-      "waiting": 5125
+      "throughputPerHour": 45.833333333333336,
+      "waiting": 5122
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2940.3636363636365,
+      "backlogHours": 3130.258064516129,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.49974571405053764,
-      "queueFactor": 0.8684784711799245,
-      "queueWeight": 0.8684784711799245,
+      "qualityFactor": 0.6024762768949034,
+      "queueFactor": 0.8603319350217763,
+      "queueWeight": 0.8603319350217763,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.3939393939393939,
-      "recentTerminal": 33,
-      "recentWilsonLowerBound": 0.24682882231508205,
-      "running": 2,
-      "selectionWeight": 0.43401839371733064,
+      "recentSuccessRate": 0.41935483870967744,
+      "recentTerminal": 31,
+      "recentWilsonLowerBound": 0.26415303073549257,
+      "running": 1,
+      "selectionWeight": 0.5183295811057077,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.5,
-      "waiting": 16172
+      "throughputPerHour": 5.166666666666667,
+      "waiting": 16173
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 358.47058823529414,
+      "backlogHours": 353.8451612903226,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.1332279771973045,
-      "queueFactor": 1.1908338860991416,
-      "queueWeight": 1.1908338860991416,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.1895424836601307,
-      "recentTerminal": 153,
-      "recentWilsonLowerBound": 0.13533712360185063,
+      "qualityFactor": 0.1468912536522045,
+      "queueFactor": 1.193111622268885,
+      "queueWeight": 1.193111622268885,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.1935483870967742,
+      "recentTerminal": 155,
+      "recentWilsonLowerBound": 0.13907359549299317,
       "running": 8,
-      "selectionWeight": 0.15865238982299396,
+      "selectionWeight": 0.175257661942092,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 25.5,
+      "throughputPerHour": 25.833333333333332,
       "waiting": 9141
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 762.2926829268293,
+      "backlogHours": 771.5555555555555,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.6635763186102674,
-      "queueFactor": 1.0634105165810386,
-      "queueWeight": 1.0634105165810386,
+      "qualityFactor": 0.7091152047916045,
+      "queueFactor": 1.0614461961269561,
+      "queueWeight": 1.0614461961269561,
       "recentSuccess": 31,
-      "recentSuccessRate": 0.3780487804878049,
-      "recentTerminal": 82,
-      "recentWilsonLowerBound": 0.2807820993189303,
+      "recentSuccessRate": 0.38271604938271603,
+      "recentTerminal": 81,
+      "recentWilsonLowerBound": 0.28446372443216095,
       "running": 4,
-      "selectionWeight": 0.7056540357642883,
+      "selectionWeight": 0.7526876367418361,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 13.666666666666666,
-      "waiting": 10418
+      "throughputPerHour": 13.5,
+      "waiting": 10416
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2695.8367346938776,
+      "backlogHours": 2752.125,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8798632440135584,
-      "queueWeight": 0.8798632440135584,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.6530612244897959,
-      "recentTerminal": 49,
-      "recentWilsonLowerBound": 0.5131093521943978,
+      "queueFactor": 0.877107535354194,
+      "queueWeight": 0.877107535354194,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.6458333333333334,
+      "recentTerminal": 48,
+      "recentWilsonLowerBound": 0.5043879645406409,
       "running": 4,
-      "selectionWeight": 2.199658110033896,
+      "selectionWeight": 2.1927688383854846,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.166666666666666,
-      "waiting": 22016
+      "throughputPerHour": 8.0,
+      "waiting": 22017
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2423.4285714285716,
+      "backlogHours": 2423.285714285714,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.8940353273215157,
-      "queueWeight": 0.8940353273215157,
-      "recentSuccess": 6,
-      "recentSuccessRate": 0.14285714285714285,
+      "queueFactor": 0.8940099906625475,
+      "queueWeight": 0.8940099906625475,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.16666666666666666,
       "recentTerminal": 42,
-      "recentWilsonLowerBound": 0.06715875684189934,
+      "recentWilsonLowerBound": 0.08315811295836503,
       "running": 2,
-      "selectionWeight": 0.044701766366075785,
+      "selectionWeight": 0.04470049953312738,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 7.0,
-      "waiting": 16964
+      "waiting": 16963
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 963.0,
+      "backlogHours": 963.3333333333334,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.36925095235684346,
-      "queueFactor": 1.0267749637140642,
-      "queueWeight": 1.0267749637140642,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.3,
+      "qualityFactor": 0.4227196006720667,
+      "queueFactor": 1.0266834876080686,
+      "queueWeight": 1.0266834876080686,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.3111111111111111,
       "recentTerminal": 90,
-      "recentWilsonLowerBound": 0.21510778051256527,
+      "recentWilsonLowerBound": 0.22485715147181132,
       "running": 16,
-      "selectionWeight": 0.3791376332075816,
+      "selectionWeight": 0.4339992338982875,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 15.0,
-      "waiting": 14445
+      "waiting": 14450
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1958.6315789473683,
+      "backlogHours": 1830.5901639344263,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.7782062505485572,
-      "queueFactor": 0.9230522829542297,
-      "queueWeight": 0.9230522829542297,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.42105263157894735,
-      "recentTerminal": 57,
-      "recentWilsonLowerBound": 0.3018739975305185,
+      "qualityFactor": 0.9510966838017316,
+      "queueFactor": 0.9324260467092932,
+      "queueWeight": 0.9324260467092932,
+      "recentSuccess": 27,
+      "recentSuccessRate": 0.4426229508196721,
+      "recentTerminal": 61,
+      "recentWilsonLowerBound": 0.32507608033920443,
       "running": 6,
-      "selectionWeight": 0.7183250561780969,
+      "selectionWeight": 0.8868273209155673,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.5,
-      "waiting": 18607
+      "throughputPerHour": 10.166666666666666,
+      "waiting": 18611
     }
   },
-  "queueAttemptedAt": "2026-09-29T22:50:21.360625+00:00",
+  "queueAttemptedAt": "2026-09-29T23:00:32.870360+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-29T22:50:21.360625+00:00",
+  "queueUpdatedAt": "2026-09-29T23:00:32.870360+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 7c87a2e459..dd4610403b 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-29T22:56:52.871690+00:00",
+  "catalogUpdatedAt": "2026-09-29T23:00:32.870360+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-29T22:56:52.871690+00:00",
+  "generatedAt": "2026-09-29T23:00:32.870360+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6333,6 +6333,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-29T22:56:52.871690+00:00",
+  "taskTreeUpdatedAt": "2026-09-29T23:00:32.870360+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index c1a1f55975..f374a61e8e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "2155aa715675b5a589d5439877282088401b1ba337bb47234832a9372b3a8acc",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "54e439b76ca9868bbec7605df6260f4c06db352f1bc4e38d3f77b47329fcbdde",
-    ".modelhub_state/official_capabilities.json": "97bbe6dd2572a5ad7facc7f9374ac00b9469031ce93b1b096a679fb12fe97459",
+    ".modelhub_state/market_intelligence.json": "a1441d1c28a137a02408e62b00c7a3b0969982c53a107ba7338b33926e276dd6",
+    ".modelhub_state/official_capabilities.json": "a3eee68f23b3dc02aceee6ca507e6aec97af36f34b8cdb6f49c8dee22fe2feca",
     ".modelhub_state/outcome_checkpoint.json": "4cf602eabc0e4f3950c316042f9452965c18ec61309e09cf156098ed562e76f6",
     ".modelhub_state/queue_cleanup_latest.json": "0d1ab1619c1619c7dc285dd028fe75c1691353037cec4ea9e2f66703792fefed",
     ".modelhub_state/recent_outcomes.jsonl": "ea81f07d56492dc8073d6b8c3d83451fd1eb74f474036ebf59f262ff9711b54a",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "e4f536f0eae4a9c0fc632657dc3770192c49249aafb05370c6b3471d3f70dfc1",
     "outcomes/submissions.jsonl": "d6b91c296cf66443427b7c5ee4464fda446278969e7ced75319aa75a71b0a22c"
   },
-  "generation": 18572,
+  "generation": 18573,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-29T22:57:47.371409+00:00",
+  "updatedAt": "2026-09-29T23:03:08.528613+00:00",
   "writerId": "9d958b95ce4146c9939da0f14b9201ff"
 }