diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index bc1b5cc10e..21641db15e 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -527,7 +527,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T13:32:55.571865+00:00",
+  "generatedAt": "2026-10-23T13:34:43.149647+00:00",
   "summary": {
     "activeBlockCount": 26,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 7e4df9853a..290350c21c 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T13:32:55.731304+00:00",
+  "generatedAt": "2026-10-23T13:34:43.348943+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d19a312abe..bfd159872e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T13:32:55.731304+00:00",
+  "catalogUpdatedAt": "2026-10-23T13:34:43.348943+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T13:32:56.256383+00:00",
+  "generatedAt": "2026-10-23T13:34:43.968448+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -3818,6 +3818,14 @@
       ],
       "updatedAt": "2026-10-23T13:27:34.554814+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit|2026-10-21T16:49:53+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T13:34:43.852709+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit|2026-10-21T16:49:53+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
         "text-generation",
@@ -3838,14 +3846,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-23T13:22:20.461590+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit|2026-10-21T16:49:53+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-23T13:22:20.492088+00:00"
+      "updatedAt": "2026-10-23T13:34:43.968448+00:00"
     },
     "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit|2026-10-21T16:49:53+00:00|Vastai_va16": {
       "taskTypes": [
@@ -6115,6 +6116,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T13:32:55.731304+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T13:34:43.348943+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 07e0820756..340121add1 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3745,6 +3745,18 @@
 {"batchId": "6c671bb4de654329a6e5cf63d29e455c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T12:05:06.197399+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d6db1dda37504a95bff7a55bac3e20ed", "lastModified": "2026-10-21T17:03:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "6c671bb4de654329a6e5cf63d29e455c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T12:05:06.197435+00:00", "framework": "vllm_tokenizer_patch", "intentId": "50ba7f4af4ac413c8e35591436eb2d71", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "3d8c0e91978f43e09b0ff79b372b0077", "completedAt": "2026-10-23T13:28:14.742077+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:27:58.482566+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2bbf1c38663f4f2a91f1f3c5a47eb79f", "lastModified": "2026-10-21T16:38:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-23T13:33:06.991932+00:00", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5738981", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393155+00:00", "framework": "vllm_tokenizer_patch", "intentId": "22a924601f8f4770bca8fb9d8efb27ec", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393278+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7a77370d336e4ea9a44f49a0bcc49a7d", "lastModified": "2026-10-21T19:08:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393328+00:00", "framework": "vllm_tokenizer_patch", "intentId": "43e0260883db4ea4805bf8a89f1cebdf", "lastModified": "2026-10-21T16:56:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393373+00:00", "framework": "vllm_tokenizer_patch", "intentId": "249e27d8602f4ff896b571a59c25f03a", "lastModified": "2026-10-21T17:24:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit", "repoId": "cyankiwi/Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393418+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5f94c64bac7e4d1ab94a1ddf499b7487", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393463+00:00", "framework": "vllm_tokenizer_patch", "intentId": "509ae6001a57439ab71b52a4fa3a5330", "lastModified": "2026-10-21T17:08:03+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-8bit", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393507+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a6a3214b9bcc4608ac8dc7482a41e609", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393551+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f6f3cc9b8d0d4831bb0f93866a7e0339", "lastModified": "2026-10-22T13:57:14+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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393595+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f06ee174986244e3b72171ad13562ad5", "lastModified": "2026-10-21T17:09:55+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393639+00:00", "framework": "llamacpp", "intentId": "3a4c4a34285841eda2567b610403bde5", "lastModified": "2026-10-21T18:16:46+00:00", "modelAddress": "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393696+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9bac3687116846869735e06b5df1d5b6", "lastModified": "2026-10-21T16:58:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-4bit", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "d3944346123140b897e70614a662d666", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:34:44.393751+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6d6606c99bc849b8b91163998c78c2a3", "lastModified": "2026-10-21T16:41:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
 {"batchId": "4be5a74b03d84e3dab0f7e7b436e3dc3", "completedAt": "2026-10-23T13:32:59.745949+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:32:56.544273+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b3385cde066949ca9948c6d141931b7f", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "4be5a74b03d84e3dab0f7e7b436e3dc3", "completedAt": "2026-10-23T13:32:59.745947+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:32:56.544173+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4378a1ede7b540b49d17df2b60b49242", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "4be5a74b03d84e3dab0f7e7b436e3dc3", "completedAt": "2026-10-23T13:32:59.745944+00:00", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:32:56.544081+00:00", "framework": "llamacpp", "intentId": "96e29e6dfe1147bb8dda72ecc7879297", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 7f38a93d7e..5b9f173e07 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "6c91136869728f85c4c5bfb349f8cc49e24299aa38fd40ea24db7d75b2ab1e20",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "97d9bb94b5fb34dd0ed10359fae1eeed18fcf05cb71d51605438a5aa087b02ca",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "8f50a67daebf2fae0fe85189944af2e5f99bcb5f962396d2e73ad2e85d488e7f",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "87c3d3fa812e66d92f5401508721bbc361b1d7b64ac67f561d535eeaf8426d2c",
-    ".modelhub_state/official_capabilities.json": "49cb2d37a95aca30928867849a2584d89bae9540e4f7ee87818ef1dce196ad2b",
+    ".modelhub_state/market_intelligence.json": "1687e2cc17383654a61947999037fa94fe34b276455ba5bc209363d70e2860f9",
+    ".modelhub_state/official_capabilities.json": "603315394975a87e3516a1597c5085f1de4c062cc14f88615dc6fd4aad97fd0f",
     ".modelhub_state/outcome_checkpoint.json": "f8c62c82feccea2aa21981ea918da98c2f8004166b9d9b29919780f8e3c5e305",
     ".modelhub_state/queue_cleanup_latest.json": "2e9fbad031fbae283ae9b7fd26387fb116f89acbacbc280c7b2059c9a743f252",
     ".modelhub_state/recent_outcomes.jsonl": "c797e811e14982fc86c119862ae5e41013136c269fd19155c71c248ac36c2bb3",
     ".modelhub_state/recovery_active_tasks.jsonl": "dfc30190c33ffd88a72c192cd1c804f9a4db559a0146ac8a676ed6330db8fa08",
-    ".modelhub_state/recovery_intents.jsonl": "e5fcd5b257772a0d471bbee2ba6578a1d67fe9aab4ac66bfdddef2f0b7250bae",
+    ".modelhub_state/recovery_intents.jsonl": "cc98e989b9cd240840a6148acec45a0e5298a4c5c80a0fd9b7e7ec616cc4ed21",
     ".modelhub_state/routing_intelligence.json": "f9a3e668041761dcc2e123f62023e27fff9418763aec4125789394280cb5f6ee",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0e675b1c3ea5c2ab436cf083668db8830733f3e9d03420e10a8563a589acb517",
     "ledger/submissions.jsonl": "3d8aa5d757abc53e8fdef68f6355847de0058d65dbfcb8917138cabc8e4b65b5",
     "outcomes/submissions.jsonl": "dbdd1d764a11df5a6dab1919a1e8bb7d97491e3aae3aae7c4bd280aaf53a4d90"
   },
-  "generation": 31728,
-  "phase": "cycle",
+  "generation": 31729,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T13:33:07.221000+00:00",
+  "updatedAt": "2026-10-23T13:34:44.561869+00:00",
   "writerId": "6cd7cbd5a7014f838149942b3e5927f7"
 }