diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index a71d8d08a6..4525f4b124 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -567,7 +567,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-26T06:23:50.458611+00:00",
+  "generatedAt": "2026-10-26T06:25:41.448131+00:00",
   "summary": {
     "activeBlockCount": 28,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index a74a573bab..3b4b371265 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-26T06:20:30.462788+00:00",
+  "communityAttemptedAt": "2026-10-26T06:25:41.578309+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-26T06:23:50.561228+00:00",
+  "generatedAt": "2026-10-26T06:25:41.578309+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 0f89a9c52c..f2356dff21 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-26T06:23:50.561228+00:00",
+  "catalogUpdatedAt": "2026-10-26T06:25:41.578309+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-26T06:24:04.687393+00:00",
+  "generatedAt": "2026-10-26T06:25:42.190390+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -2423,6 +2423,21 @@
       ],
       "updatedAt": "2026-10-26T06:12:19.130975+00:00"
     },
+    "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:25:42.149603+00:00"
+    },
+    "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:25:42.190390+00:00"
+    },
     "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -3727,12 +3742,6 @@
       ],
       "updatedAt": "2026-10-26T06:24:01.222609+00:00"
     },
-    "https://modelscope.cn/models/cyankiwi/MiniMax-M2.5-REAP-139B-A10B-AWQ-4bit|2026-10-21T17:12:30+00:00|Biren_166m": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-26T06:04:10.700117+00:00"
-    },
     "https://modelscope.cn/models/cyankiwi/MiniMax-M2.5-REAP-139B-A10B-AWQ-4bit|2026-10-21T17:12:30+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
         "text-generation",
@@ -3947,12 +3956,6 @@
       ],
       "updatedAt": "2026-10-26T06:24:02.999113+00:00"
     },
-    "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit|2026-10-21T17:09:55+00:00|Biren_166m": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-26T06:04:10.700431+00:00"
-    },
     "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit|2026-10-21T17:09:55+00:00|Iluvatar_bi-100": {
       "taskTypes": [
         "text-generation",
@@ -6913,6 +6916,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-26T06:23:50.561228+00:00",
+  "taskTreeUpdatedAt": "2026-10-26T06:25:41.578309+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 5c28b60ea6..43b6a3b572 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3910,6 +3910,18 @@
 {"batchId": "fe98bbe446c14af8a16cdb62a7b98b31", "completedAt": "2026-10-26T04:18:05.784406+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T04:18:03.639774+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c247cd656eae4a09b91a60ea09c880db", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-26T06:24:09.932168+00:00", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5795832", "taskType": "text-generation"}
 {"batchId": "fe98bbe446c14af8a16cdb62a7b98b31", "completedAt": "2026-10-26T04:18:05.784423+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T04:18:03.639988+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b3037b062d56438fae3946cac4f3ff6c", "lastModified": "2026-10-21T18:55:40+00:00", "modelAddress": "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Instruct-bf16", "reason": null, "reconciledAt": "2026-10-26T06:24:09.933078+00:00", "repoId": "mlx-community/LFM2.5-1.2B-Instruct-bf16", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5795834", "taskType": "text-generation"}
 {"batchId": "c6c7b47e653540aa9ff30c6db5212b63", "completedAt": "2026-10-26T04:19:03.775975+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T04:19:01.480725+00:00", "framework": "vllm_fix_tokenizer", "intentId": "cc0e62c204e742fa9a40633ce402167c", "lastModified": "2026-10-21T15:51:34+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/granite-4.0-h-tiny-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-26T06:24:09.934193+00:00", "repoId": "cyankiwi/granite-4.0-h-tiny-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5795848", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.911701+00:00", "framework": "vllm_fix_tokenizer", "intentId": "8d6a8e1e5b93439a925f3ed7989869e2", "lastModified": "2026-10-21T15:40:39+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-Coder-30B-A3B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Qwen3-Coder-30B-A3B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.911816+00:00", "framework": "vllm_fix_tokenizer", "intentId": "12b24bfa2d194c939c7791ee2e1f4b0b", "lastModified": "2026-10-25T13:17:58+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.911866+00:00", "framework": "vllm_fix_tokenizer", "intentId": "71c45a2e1b3143fabe99d8c347bea49d", "lastModified": "2026-10-21T15:33:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/GLM-4.7-Flash-REAP-23B-A3B-AWQ-8bit", "repoId": "cyankiwi/GLM-4.7-Flash-REAP-23B-A3B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.911911+00:00", "framework": "vllm_fix_tokenizer", "intentId": "7ec18a87c5b645159d1a73bb22d7dad4", "lastModified": "2026-10-21T15:40:57+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit", "repoId": "cyankiwi/AgentCPM-Explore-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.911956+00:00", "framework": "vllm_fix_tokenizer", "intentId": "addd002a818a44ea82ccd33e48a0d51b", "lastModified": "2026-10-21T16:21:36+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Report-AWQ-8bit", "repoId": "cyankiwi/AgentCPM-Report-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.912001+00:00", "framework": "vllm_fix_tokenizer", "intentId": "18f3b465af244a11b55b85fd74873a49", "lastModified": "2026-10-21T17:04:56+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.912047+00:00", "framework": "vllm_fix_tokenizer", "intentId": "1dc3542aac764db4b04321a7cd581781", "lastModified": "2026-10-25T13:57:34+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.912091+00:00", "framework": "vllm_fix_tokenizer", "intentId": "cd2ed5628d5f443baf53bf63e29d889d", "lastModified": "2026-10-21T15:53:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.912135+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f0a9fd4149b9424f969d62bb12e65a83", "lastModified": "2026-10-21T16:12:30+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Thinking-2507-AWQ-8bit", "repoId": "cyankiwi/Qwen3-4B-Thinking-2507-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.912188+00:00", "framework": "vllm_fix_tokenizer", "intentId": "113129322e8c400ba0160b7069b9fbb0", "lastModified": "2026-10-21T15:38:54+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/granite-4.0-h-tiny-AWQ-4bit", "repoId": "cyankiwi/granite-4.0-h-tiny-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.912232+00:00", "framework": "vllm_fix_tokenizer", "intentId": "54ab9953bff44cad9a717d2c17c9a900", "lastModified": "2026-10-21T16:38:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "401e572995034f009b72edbe14f71bea", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:25:43.912276+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b1d7df19aa004a588adcf9516be976ac", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
 {"batchId": "ed522f5b2b124b7d81eac28b00f5d61a", "completedAt": "2026-10-26T06:24:07.986758+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:24:05.350514+00:00", "framework": "vllm_fix_tokenizer", "intentId": "df834df3a2c14643bc629672a042af4e", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "ed522f5b2b124b7d81eac28b00f5d61a", "completedAt": "2026-10-26T06:24:07.986755+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:24:05.350469+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c56a011bbd1648b78a9ce256fe7317c8", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "ed522f5b2b124b7d81eac28b00f5d61a", "completedAt": "2026-10-26T06:24:07.986752+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-26T06:24:05.350425+00:00", "framework": "vllm_fix_tokenizer", "intentId": "dceab5d7c54d42538909487f46e4c850", "repoId": "cyankiwi/granite-4.0-h-tiny-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 586c38259f..30f1aec554 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "bee734c890ba57e856bc81de3c626c210325f965a736c116328140dc17469b7d",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "f4312e67b2b2b9c8f99efb4fd41877328099c535e13874a47119c05e5e9a76db",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "6c360b77294b220289a484927150ddb431f81209a7baa598ca45e0caff761c27",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "2793dbc3266e576c764b6dea5405eb3a9520923d3887e8ddcca7de9bb458f948",
-    ".modelhub_state/official_capabilities.json": "09cda6bd6b34d6c7b8a48b2a25890910da63756ef0ad1a099af8232e78f82f01",
+    ".modelhub_state/market_intelligence.json": "25500d16d2716c1acb14977f239f3955a2ecc86e3d7342324c5db306961573f6",
+    ".modelhub_state/official_capabilities.json": "c013b6a53c08a5fbd6ef217f85b9483d6b61c2da3339c435a9b8d728abdc10c4",
     ".modelhub_state/outcome_checkpoint.json": "7b2dae3b93a412a366e78401742c471f554b571f41567948666322cd208fe64c",
     ".modelhub_state/queue_cleanup_latest.json": "7bd72ff2e667a4a298c39a875e1fcc18df3107c26d7a8c8cdef8d8f8dabf2611",
     ".modelhub_state/recent_outcomes.jsonl": "a86d9d4c2fd8d4d3264a5470c46e3398bf09e8778a98b8417dac0c090db032e6",
     ".modelhub_state/recovery_active_tasks.jsonl": "5b88f6e97f27e99a0059386512252cde15fa15c622a9ac18cef374943df010f1",
-    ".modelhub_state/recovery_intents.jsonl": "15f8b3671b3e33421f2ee69eccda6416d352b4cd7de80e92c594b8572eeba80f",
+    ".modelhub_state/recovery_intents.jsonl": "6957a19fb06e746a8e7ca4476b787123d15c2ecea1aee9d5113c8e79616b8484",
     ".modelhub_state/routing_intelligence.json": "8b703a32c6bfb560b53f911b0d0139e7bac3c0c6557be30f0ef0410d9c09cc8f",
     ".modelhub_state/submission_exclusions.jsonl": "bec721d27d733285faddfa9c457d1882988a145ee87f4fbf285ac5deb38326c9",
     ".modelhub_state/worker_crashes.jsonl": "2a418db914481d815151923dc46f4e4ad1154d9195fad06fee6275702f33c0b9",
     "ledger/submissions.jsonl": "4499d1e0f10f75b2308c7fb4824c2fb1fe7ed81b29d97adf7b0d49bda29e1786",
     "outcomes/submissions.jsonl": "2414cf39ce7085547ed393ecf03a1f52ab31747bd7543554692158f5031daf33"
   },
-  "generation": 38051,
-  "phase": "cycle",
+  "generation": 38052,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-26T06:24:10.177601+00:00",
+  "updatedAt": "2026-10-26T06:25:44.118654+00:00",
   "writerId": "dffce16061d848e398e5b5b22f649ccc"
 }