diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 5c5f856da9..d7f6918166 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T13:06:46.045281+00:00",
+  "generatedAt": "2026-10-24T13:08:22.642602+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 468b9f07a5..21dc807eed 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T13:06:46.163511+00:00",
+  "generatedAt": "2026-10-24T13:08:22.753764+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 71702abbe7..e8ac005573 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T13:06:46.163511+00:00",
+  "catalogUpdatedAt": "2026-10-24T13:08:22.753764+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T13:06:46.163511+00:00",
+  "generatedAt": "2026-10-24T13:08:22.753764+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6985,6 +6985,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T13:06:46.163511+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T13:08:22.753764+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 2c06e562cc..0ac90e7c91 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3773,6 +3773,18 @@
 {"batchId": "2228027dae704c78be2daf0daa1dc5a2", "completedAt": "2026-10-24T10:37:43.615523+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T10:37:31.819219+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8ebf2b7845f04ca7a2a77973b057b978", "lastModified": "2026-10-21T16:56:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T13:06:51.265581+00:00", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5758982", "taskType": "text-generation"}
 {"batchId": "2228027dae704c78be2daf0daa1dc5a2", "completedAt": "2026-10-24T10:37:43.615537+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T10:37:31.819366+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a5d590ccd7a147a39b528dc633fdb8d7", "lastModified": "2026-10-21T14:42:38+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Jan-v1-4B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T13:06:51.266610+00:00", "repoId": "cyankiwi/Jan-v1-4B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5758989", "taskType": "text-generation"}
 {"batchId": "2228027dae704c78be2daf0daa1dc5a2", "completedAt": "2026-10-24T10:37:43.615540+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T10:37:31.819404+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fb5e5dc974ec485588e885e7074e0da5", "lastModified": "2026-10-21T17:04:56+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T13:06:51.266613+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5758988", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "ab71f5b6f1f951bd7138e3540ab336b83cc96a774071c9d567b977c2e909eec3", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.179712+00:00", "framework": "llamacpp", "intentId": "9303ba0f2cba4a6a8a49708b5b1ec79a", "lastModified": "2026-10-21T18:27:55+00:00", "modelAddress": "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "repoId": "prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Mthreads_s4000", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.179823+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e6d4ed6c115c4dddb06c1152a48f291d", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.179879+00:00", "framework": "vllm-mlu", "intentId": "2cf7167acba1473b8ea526a836572c45", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.179932+00:00", "framework": "vllm-mlu", "intentId": "aecf5aafca22446e954db30501e40596", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.179982+00:00", "framework": "vllm-mlu", "intentId": "f61f50ed044e4b1295f60613c81f9e35", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.180032+00:00", "framework": "vllm-mlu", "intentId": "72dc2bb9b30b45a38fe1a485f06c593b", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.180081+00:00", "framework": "vllm-mlu", "intentId": "002a6b590c9d4e17a1cedd28fb59e1dc", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.180130+00:00", "framework": "vllm-mlu", "intentId": "5a86dc7720e142f68560891c981f0c1e", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "repoId": "kakarotter/calix", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.180186+00:00", "framework": "vllm-mlu", "intentId": "1dffb054f8414beba43c50fe8d82c9dc", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.180235+00:00", "framework": "vllm-mlu", "intentId": "fc97472ad1414453a248f836301679e1", "lastModified": "2026-10-21T15:59:12+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.180284+00:00", "framework": "vllm-mlu", "intentId": "06696987006d4379bf2a8414c9b160c5", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "c1ca08174cda4400af755383793098df", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:08:24.180332+00:00", "framework": "vllm-mlu", "intentId": "e97b258801ac4c2cbf82c849f4defb55", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
 {"batchId": "262c0a7e75484d47a8f0bc15a49485ba", "completedAt": "2026-10-24T13:06:49.332110+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:06:46.888157+00:00", "framework": "vllm-mlu", "intentId": "e2362370c92d409f9f396f3bb4921021", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Cambricon_mlu-370-x4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "262c0a7e75484d47a8f0bc15a49485ba", "completedAt": "2026-10-24T13:06:49.332107+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:06:46.888109+00:00", "framework": "vllm-mlu", "intentId": "1ecdf09bc12243499780395ba978d8f8", "repoId": "cyankiwi/Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Cambricon_mlu-370-x4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "262c0a7e75484d47a8f0bc15a49485ba", "completedAt": "2026-10-24T13:06:49.332104+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:06:46.888061+00:00", "framework": "vllm-mlu", "intentId": "3470124ce3e84ce1a7a69f87ad9caeac", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Cambricon_mlu-370-x4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index fd1b48181e..319fa7c65f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "cfc2c7697a80617889a3dd4795a6f75fb8ba95a342f6e85939cd582dbc2b7766",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "018e32035b93dd8245df153ab8f4db6fe485a60f892dc9ec25c380fbf92fa027",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "c713d113822c0cd22009a6c5ea0bbcb44bf77305025ba8ffe220825d0f47f8f4",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "bef8adef4acec115d1765fcb36531515cd06a07a035f74c018cac1243a7e9dc7",
-    ".modelhub_state/official_capabilities.json": "145fd866dbfc9b8a4a9d5ad755423a838f6c8fa959d45643158b65b8fcb3a680",
+    ".modelhub_state/market_intelligence.json": "158ee2c9236e233d9cc59952d8a2f4166fb55b21554deb48f7145f99012dad7d",
+    ".modelhub_state/official_capabilities.json": "016387e159388c0c53b88dbd29616d33eac939bc302a4a5a2caed5cbf3b0b991",
     ".modelhub_state/outcome_checkpoint.json": "4715fd05d406082762d78151c94ce9c62e3302e583ef4108b66ab24e5148e10b",
     ".modelhub_state/queue_cleanup_latest.json": "ab423224c3c777921890fa64e48288927de6a314b6aac40723961faba4c18736",
     ".modelhub_state/recent_outcomes.jsonl": "16ba5a8104f0f564b78b84a4668279dee556fce668ab2dfdb86a779520d85162",
     ".modelhub_state/recovery_active_tasks.jsonl": "2e19d14f21f1417a49bbb4d60ef3d90dc5b18ea1f1fed89932960be48da2abdb",
-    ".modelhub_state/recovery_intents.jsonl": "204dc1c4dc53126f1eb22fdbe40cb003b2035a7b205fdda4763a9de80a939c6e",
+    ".modelhub_state/recovery_intents.jsonl": "ef340c98536df00e1e5e19e97fc2f49af6a97d033560703e3dc880af5447d4f4",
     ".modelhub_state/routing_intelligence.json": "6ea88bfd1e1236f93a385870d4a0b14af8cc968ac0b46f9213bd037b53cf61a7",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0202e6c82e987d7caeccc86b1ad515e3e6e72f5e974af0d95b2d6acc326133b6",
     "ledger/submissions.jsonl": "9f4c4a19a4184ea85520d3393da504ef206797688d5d72d66b5d5ab0b6f998cf",
     "outcomes/submissions.jsonl": "104674f6a2eca451f5cd8fd04d1f3907cee18ae73c9b30d56698ef1b1ba820da"
   },
-  "generation": 33839,
-  "phase": "cycle",
+  "generation": 33840,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T13:06:51.473957+00:00",
+  "updatedAt": "2026-10-24T13:08:24.363033+00:00",
   "writerId": "f3962e442a544d0aab4bb98889be6b76"
 }