diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 2da3c91e40..33688cdf24 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-22T10:04:07.569423+00:00",
+  "generatedAt": "2026-10-22T10:05:52.546561+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 3bbd204e18..4880f99ddd 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -414,7 +414,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-22T10:04:07.668238+00:00",
+  "generatedAt": "2026-10-22T10:05:52.666416+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index acc1e2c21a..149b3d1a17 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T10:04:07.668238+00:00",
+  "catalogUpdatedAt": "2026-10-22T10:05:52.666416+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-22T10:04:11.202993+00:00",
+  "generatedAt": "2026-10-22T10:05:52.666416+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6478,6 +6478,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-22T10:04:07.668238+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T10:05:52.666416+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 9a1620a347..73c933e7db 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3719,6 +3719,18 @@
 {"batchId": "cd328024a836450bad5bca0f9deb0dc5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T08:32:09.107626+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a6351cfe68ae4069bba877c8e4ed68f4", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
 {"batchId": "fcb4c513ee164e18881abb7e0a95b872", "completedAt": "2026-10-22T08:52:04.649002+00:00", "configFingerprint": "de86b185053df1a87f4f6a1e0579898f12e492a36aefb07c55e30e7bd8393778", "configSource": "modelhub_live", "createdAt": "2026-10-22T08:51:49.378548+00:00", "framework": "llamacpp", "intentId": "723f3e088afe4f28ab3f0afa2a9ce170", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "reason": null, "reconciledAt": "2026-10-22T10:04:20.078691+00:00", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5714121", "taskType": "text-generation"}
 {"batchId": "dc5a0a21871e47ea8525a7dbf0a587d1", "completedAt": "2026-10-22T09:51:23.797519+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:51:20.782801+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e8bbd59a29384e9e8f51bef2c46629cc", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-22T10:04:20.079132+00:00", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5715097", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234518+00:00", "framework": "llamacpp", "intentId": "9debbce737ba4a67856344aa7751cdf8", "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": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234651+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1da6216ef30e496c9a5300f3e46ec3fd", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234707+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c265e044789540a39a56cda6fde8d464", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234758+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6b4991867bad4c01a8ae96a7874f95ea", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234808+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b6af6b1418b34c38a0f710b8f4018f80", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234858+00:00", "framework": "vllm_tokenizer_patch", "intentId": "dcf70645f9e34c97a42b2d2f7359c73d", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234907+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2849029106304ce3a7ced242d1129eed", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.234956+00:00", "framework": "vllm_tokenizer_patch", "intentId": "62503c81ba3147dd8195e673376e10e7", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.235005+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8edb228288c341e39a8ed8994d86a98c", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.235054+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3d9940a74e844fc38013e24687806d95", "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": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.235103+00:00", "framework": "vllm_tokenizer_patch", "intentId": "34c9cc1692f14b1580d26ccd717a779f", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "bab13aab380641189a2d64702f02f127", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:05:53.235152+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3fd069bd890c41dd971073a6cbc5be82", "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": "c5f50cec9c9f46a184a8b805212380f7", "completedAt": "2026-10-22T10:04:15.279361+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:04:11.363593+00:00", "framework": "vllm_tokenizer_patch", "intentId": "cac27bb4f6d042e7af658db4936092aa", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "c5f50cec9c9f46a184a8b805212380f7", "completedAt": "2026-10-22T10:04:15.279358+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:04:11.363543+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e2e13ce8de0c4168b5df031902aec6c8", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "c5f50cec9c9f46a184a8b805212380f7", "completedAt": "2026-10-22T10:04:15.279356+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T10:04:11.363493+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e838f2cfb89946b6aa4cbb74de53df3d", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 9cef0c6567..4bc8dd49dd 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "c32e7bd612e2e37b594a9b7a4644641a0cd8f77b120da1dda874a6d480d26699",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "840626d024d587bf37cdc149dc8fbbd08d3070035b4e00f03ee753254b99a72b",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "0b8d909ab26142aec744ad31f9b1b8c4e65d56752cfe4a989079673ce664baf9",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "5b970f97e02bcd693fb784766922f137f9bd2a41028125ad52b7984d822e3392",
-    ".modelhub_state/official_capabilities.json": "f2e450bd72552ddc85bf0f593f457e01b06f8737a42473fd62dce69b8d4e38a1",
+    ".modelhub_state/market_intelligence.json": "2e650d980d352f7c77ff1a1104c6fcd799319c1f80de066abe0a809df1e23b4b",
+    ".modelhub_state/official_capabilities.json": "11021d91afe1f0b0bb9be0f57711f4e944f1184e7a80eda8723f479e9ac90a56",
     ".modelhub_state/outcome_checkpoint.json": "58a5da03c3a0b51f6d0e5ca4e811692d3ce410df0c4965922b39ee3d4c644995",
     ".modelhub_state/queue_cleanup_latest.json": "6814fd1f8152b8f1813d24ff988c0c4a56b6c147f30bc4b4912480d7427a074b",
     ".modelhub_state/recent_outcomes.jsonl": "5f39ab623ae6524a7a4e30fa4827e61d28cdbb7bb4cee4ac00310cffb73d3d0b",
     ".modelhub_state/recovery_active_tasks.jsonl": "79cd91446151be5a1db223ecd3f48cdb78a37e2f02d1ecedd070006b5be09a87",
-    ".modelhub_state/recovery_intents.jsonl": "1ebc42a70876fb9527b1cb4c54442634bb367907aff8bfc0373aa3a77c2097dc",
+    ".modelhub_state/recovery_intents.jsonl": "24b0ccbdac91af41a43bf7e419821853128ecbf517c418cc2fb187ce9b387e09",
     ".modelhub_state/routing_intelligence.json": "61966db2ca8d94d522124a23871873e813b43976ba0743a9e463af714f0736d0",
     ".modelhub_state/submission_exclusions.jsonl": "e2677e09d968a0c44c65d7c030b9c8ea2c9d39dc378ce302c2a309ab54d600d9",
     ".modelhub_state/worker_crashes.jsonl": "55ae96a720edf99ab4f90d3da3465977d66990ab194b8b0e7db7d1ff59682921",
     "ledger/submissions.jsonl": "6e70d026632898da50811334ca97300bafc0d8ef49404ad375c619b869a43d2c",
     "outcomes/submissions.jsonl": "49da490cd9204a71760158cee91cf85060d13224fc1a67762771061593baff99"
   },
-  "generation": 29081,
-  "phase": "cycle",
+  "generation": 29082,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-22T10:04:20.290951+00:00",
+  "updatedAt": "2026-10-22T10:05:53.401581+00:00",
   "writerId": "f8795cac6afa4a14b81a33808cc7d9c0"
 }