diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index dbd5ff30f2..5aa08918fe 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T20:30:43.546555+00:00",
+  "generatedAt": "2026-10-24T20:32:23.636223+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 94d0e3e950..fe45e69334 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T20:30:43.664294+00:00",
+  "generatedAt": "2026-10-24T20:32:23.751361+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 305022c39c..6d402af0f3 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T20:30:43.664294+00:00",
+  "catalogUpdatedAt": "2026-10-24T20:32:23.751361+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T20:30:43.664294+00:00",
+  "generatedAt": "2026-10-24T20:32:23.751361+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6867,6 +6867,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T20:30:43.664294+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T20:32:23.751361+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index e88da94808..51cc78e965 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3799,6 +3799,18 @@
 {"batchId": "df3651eba0ed4210896fec87b6bdff86", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:12:47.841378+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8bacd4a433044625bfb94e696b2d57bc", "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": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "3be61103a57b43049ce9f668e3394c83", "completedAt": "2026-10-24T20:16:20.380465+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:16:07.729815+00:00", "framework": "vllm-mlu", "intentId": "17f03269dbf94a38ae84e138d4c26ccf", "lastModified": "2026-10-21T14:24:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T20:30:50.949028+00:00", "repoId": "cyankiwi/AgentCPM-Explore-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5766395", "taskType": "text-generation"}
 {"batchId": "3be61103a57b43049ce9f668e3394c83", "completedAt": "2026-10-24T20:16:20.380500+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:16:07.730277+00:00", "framework": "vllm-mlu", "intentId": "a6f6ef71264042569448e2b767002b63", "lastModified": "2026-10-21T15:59:12+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T20:30:50.950197+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5766394", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271261+00:00", "framework": "vllm_tokenizer_patch", "intentId": "bec1b1e1084a4bdb843c73c128495f25", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271365+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fd7b715423d04cf39611068fe0c190e9", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271413+00:00", "framework": "vllm_tokenizer_patch", "intentId": "93b685e7be4c4da485b453d9288e593c", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271457+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c07b358c58d24858b2ff297d3aeb1213", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271500+00:00", "framework": "vllm-mlu", "intentId": "92cf57b6e1cb4fcd8e0a75d9e7d26fbc", "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": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271555+00:00", "framework": "vllm-mlu", "intentId": "f3d00b61281d45aabf84abe4b30d0709", "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": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271606+00:00", "framework": "vllm-mlu", "intentId": "4a38cbc4e12642e9a4ba439d89582ce0", "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": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271656+00:00", "framework": "vllm-mlu", "intentId": "048a103bd3a646dd9e07a46bb113bdee", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271704+00:00", "framework": "vllm-mlu", "intentId": "99d4ba8da2ec433399e957c027e3fe81", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271754+00:00", "framework": "vllm_tokenizer_patch", "intentId": "bb9765ce9cc4459eb7ae8e2bcf2585c9", "lastModified": "2026-10-24T13:55:27+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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271792+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e06e5c0d30404359b153665331c15764", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "b391f156231a41a0a19db15a9a35c825", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:32:25.271829+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2ea95ccb2d39496d9ba2d27c43624b24", "lastModified": "2026-10-21T17:02:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "c9ba9a95bc4d4e3fb202a567f47396ce", "completedAt": "2026-10-24T20:30:47.979318+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:30:45.552622+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9e3858292a6b44588c5aec466a514152", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "c9ba9a95bc4d4e3fb202a567f47396ce", "completedAt": "2026-10-24T20:30:47.979315+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:30:45.552585+00:00", "framework": "vllm_tokenizer_patch", "intentId": "32a678db53c84143a9f91ccef9f8b9b2", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "c9ba9a95bc4d4e3fb202a567f47396ce", "completedAt": "2026-10-24T20:30:47.979312+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:30:45.552548+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1371d467f50d4afdb3a0c11cb1b7d5c2", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 6ce3c81bbc..618e8a0373 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "0859dc799a8cb64dc0b9aae93429b6db2df4381ef811f081f91ae2bf61ca02de",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "513b9361394af05daffd1f9ea4678151e8aeb4a9662d4428fbc98b656133b406",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "acbe1a843e2a7047d0d00257b3c2bc2a5bdb8cfd7b98e8967de54ae5302a2dbe",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "edf2bdba9afbbd63014e842fdbd1c11853020b650e62238b67c3dbaadaee4a5b",
-    ".modelhub_state/official_capabilities.json": "f81af8c3374149ee738d3be5b46ee4e731dcc94018e7aabe12e484b7d5c9c343",
+    ".modelhub_state/market_intelligence.json": "dbf909f80cf39e0521eec074a698f1dea0fa09c2f7fa6755570ef0da1aa02b1d",
+    ".modelhub_state/official_capabilities.json": "2dd48844c34b08ddacc01ba33512b19295bc8eeb9581959062c0de8d443b6488",
     ".modelhub_state/outcome_checkpoint.json": "fd16c4966c631be340bce3eceac3e54c90d8a37ecde70b195755c50b11173229",
     ".modelhub_state/queue_cleanup_latest.json": "f6061c6523187dfb47bf563fbfcb02d862c70fab185ab092f8b451391083e73c",
     ".modelhub_state/recent_outcomes.jsonl": "9e2c4ee8fd2126d5f94fd32b9e81c69600bebc309e750693e3862e72e7091d45",
     ".modelhub_state/recovery_active_tasks.jsonl": "6d87a65ce7cb77122872fa4beb17963d639684776d2588fdebf5e76d0f129d42",
-    ".modelhub_state/recovery_intents.jsonl": "3bf7884e6c2ab0c1c5a8b2790a2fabe9feb2ac519b9bc5358ebbe14a6b4b5966",
+    ".modelhub_state/recovery_intents.jsonl": "c41588c1b4bd7bc90be08e31ff68c175f1631ee9bb5110e69f570d9e2c951ef7",
     ".modelhub_state/routing_intelligence.json": "955bf12c934ff9d0a76834c9a8dde21e10d36aafc1a8c2e3be80464e4df58ed7",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "e436652d39bca5bcba31822ff9fb949a9d7ff0b7f509c170e258a53d7e01ce9a",
     "ledger/submissions.jsonl": "ec20ba306d925c94c874fd460932592d39a550c1e36246ce2a34bdce6e721154",
     "outcomes/submissions.jsonl": "fe4b88be9251360fe10a8bd51d0a49cbd47cf188f9a770134f2919b62d0dcef0"
   },
-  "generation": 34585,
-  "phase": "cycle",
+  "generation": 34586,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T20:30:51.170556+00:00",
+  "updatedAt": "2026-10-24T20:32:25.430245+00:00",
   "writerId": "5c9906c400e2442789cb0c734d70dc03"
 }