diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 13bb71ddac..d5375c0fcd 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T07:31:58.662363+00:00",
+  "generatedAt": "2026-10-24T07:32:54.252942+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 636067c3e4..566440e345 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T07:31:58.833901+00:00",
+  "generatedAt": "2026-10-24T07:32:54.361934+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 1eb1d76243..3942ae1203 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T07:31:58.833901+00:00",
+  "catalogUpdatedAt": "2026-10-24T07:32:54.361934+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T07:31:58.833901+00:00",
+  "generatedAt": "2026-10-24T07:32:54.361934+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6530,6 +6530,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T07:31:58.833901+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T07:32:54.361934+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 89469f63e6..f7a14322a2 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3757,6 +3757,18 @@
 {"batchId": "d7a7add5131f48909a2af22ce4e65624", "completedAt": "2026-10-24T07:32:01.709386+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:31:59.516126+00:00", "framework": "vllm_tokenizer_patch", "intentId": "060870f674da45b9a2e1577461969ee0", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "reason": null, "reconciledAt": "2026-10-24T07:32:07.183355+00:00", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5756222", "taskType": "text-generation"}
 {"batchId": "d7a7add5131f48909a2af22ce4e65624", "completedAt": "2026-10-24T07:32:01.709389+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:31:59.516163+00:00", "framework": "vllm_tokenizer_patch", "intentId": "af6ae0e6ff104ebfb019e3b5c8f6b51c", "lastModified": "2026-10-23T13:09:59+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX", "reason": null, "reconciledAt": "2026-10-24T07:32:07.184493+00:00", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5756224", "taskType": "text-generation"}
 {"batchId": "d7a7add5131f48909a2af22ce4e65624", "completedAt": "2026-10-24T07:32:01.709392+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:31:59.516211+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4d169b3653124b9fb6ddd650407c083e", "lastModified": "2026-10-21T15:33:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/GLM-4.7-Flash-REAP-23B-A3B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T07:32:07.185403+00:00", "repoId": "cyankiwi/GLM-4.7-Flash-REAP-23B-A3B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5756223", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101468+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f2a9973901f8462da0078480ff1163ef", "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": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101580+00:00", "framework": "vllm-mlu", "intentId": "c7b542c6d0554af999c6b5ab9a985c40", "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": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101636+00:00", "framework": "vllm_tokenizer_patch", "intentId": "dd94513be6504471be97992afaaf4f5c", "lastModified": "2026-10-21T16:33:24+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101678+00:00", "framework": "vllm_tokenizer_patch", "intentId": "86bfc3ced5d94c3fb5aeb169c1f10159", "lastModified": "2026-10-21T15:32:58+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT4", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101717+00:00", "framework": "vllm_tokenizer_patch", "intentId": "54445e3eb7ba43e8b99295226fb3f7ff", "lastModified": "2026-10-21T17:18:20+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101755+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6dafc7a1d1c947a494f495f143e0d7e5", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101793+00:00", "framework": "vllm_tokenizer_patch", "intentId": "40ce1768ebbe4c05a8aff22b1fa615e8", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101830+00:00", "framework": "vllm_tokenizer_patch", "intentId": "632cefc4ea094d78ae6de896811897c1", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101867+00:00", "framework": "vllm_tokenizer_patch", "intentId": "bd42ec07c7554497b38624bf77c31344", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101904+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e578c7f6b5da4552b3feea46702fce26", "lastModified": "2026-10-24T04:12:02+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101942+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2026efdbe1d3409ea4d98df648a04a1c", "lastModified": "2026-10-21T16:43:24+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-4bit", "repoId": "cyankiwi/Kimi-Dev-72B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "4f076984108b490aa5f8cb591aff42a5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:32:55.101979+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c8757a745b494a1b9d04e5e93316fb2b", "lastModified": "2026-10-21T19:49:11+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-8bit", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "d7a7add5131f48909a2af22ce4e65624", "completedAt": "2026-10-24T07:32:01.709380+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:31:59.516052+00:00", "framework": "vllm_tokenizer_patch", "intentId": "baf1305773b94f149e70a3f594ace7fb", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "d7a7add5131f48909a2af22ce4e65624", "completedAt": "2026-10-24T07:32:01.709373+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:31:59.515978+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9435e5e624004ea69087b2b8236bc7a9", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "d7a7add5131f48909a2af22ce4e65624", "completedAt": "2026-10-24T07:32:01.709365+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T07:31:59.515885+00:00", "framework": "vllm-mlu", "intentId": "16d149fbd35f46909190455c85c0161f", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "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 1b04b0c84b..d41de1ee1d 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "ce5bc2f601201f2c9fee77570c8c84a7e932d5d457b3d5e787510fa51dba49bd",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "80cba58e5e131fb5f752e94ea04212906999c84c4611b3b791810c134cedb896",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "237e0974e66687f7ef2aa76c755f3b281b915237aa81e554c5ff0121a42c990b",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "af28c41b423076261c9450d76854bcb65cc53aa83ac0870e7a6b299e7821c039",
-    ".modelhub_state/official_capabilities.json": "29c950136fb0c1260188108967412a53d81a90c5ce4f0fea9925b2f0cb5390e1",
+    ".modelhub_state/market_intelligence.json": "b791015ad48a5a502484f321b3521074ceeac5e94e0b3364f7e179ca262bd686",
+    ".modelhub_state/official_capabilities.json": "226674f661daf646781e1f4efc929372a27444ebf33ad333d33400d2152b3e34",
     ".modelhub_state/outcome_checkpoint.json": "975aca991daf3a83cbce3798fdf80cdda0a441d794616d1b05ff570663cf26ce",
     ".modelhub_state/queue_cleanup_latest.json": "546feffbf4a15acdff3252fa01852fdedce497624c6491be2ce986ef69742475",
     ".modelhub_state/recent_outcomes.jsonl": "c86864152c81680d9b52f2d8dd585fb6b34855b70cf47c5ce1024b7c37e05c03",
     ".modelhub_state/recovery_active_tasks.jsonl": "4600b746a5e8e4863ed098895a3ca21d38daeaa728ec916ae5b9ad0e58bd3537",
-    ".modelhub_state/recovery_intents.jsonl": "65a4067662f50a9d8e3f1efaa2ec853b2087e0c084787d01ab7b4529c42b5245",
+    ".modelhub_state/recovery_intents.jsonl": "b732e46b90807bb2901cf9b3cc71eca488fa998a9d60750ae626a080dea27df2",
     ".modelhub_state/routing_intelligence.json": "245b6e55ab70f8cdb87ad0c4f6462f49f25784c00ddffd7437c00ba9e9ee2076",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "420815fdc492b8e10445c82e3688a8a007acc9958c44b879b420768158b50deb",
     "ledger/submissions.jsonl": "920d1ce75fe2dc99f03ae002991a6fe5d7e65b8bb64e06a0cebc14e6df617e04",
     "outcomes/submissions.jsonl": "6e98ebcb8acf377213d809928084c0007d8e2fd268606d8a036466e1b37941fb"
   },
-  "generation": 33254,
-  "phase": "cycle",
+  "generation": 33255,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T07:32:07.385429+00:00",
+  "updatedAt": "2026-10-24T07:32:55.274668+00:00",
   "writerId": "0b3ec6eb8d2f4d0595f6b37ff80185c2"
 }