diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index e8f45c64ff..a3b9733b6e 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -487,7 +487,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T06:10:31.166422+00:00",
+  "generatedAt": "2026-10-23T06:12:31.372721+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 92b6d18f44..aa441f58cf 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-23T06:07:03.687954+00:00",
+  "communityAttemptedAt": "2026-10-23T06:12:31.473245+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T06:10:31.466482+00:00",
+  "generatedAt": "2026-10-23T06:12:31.473245+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c91719b68d..dc6ce9e8c3 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T06:10:31.466482+00:00",
+  "catalogUpdatedAt": "2026-10-23T06:12:31.473245+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T06:10:31.466482+00:00",
+  "generatedAt": "2026-10-23T06:12:31.473245+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6363,6 +6363,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T06:10:31.466482+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T06:12:31.473245+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 89afeaf7a8..aa1ce42ebb 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3728,6 +3728,18 @@
 {"batchId": "4da72fb9df654621af214d2580119d18", "completedAt": "2026-10-22T20:25:26.110649+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:25:23.630397+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5bcde5a40eb543eeb24ce85c99821717", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-23T06:10:59.297834+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5725025", "taskType": "text-generation"}
 {"batchId": "e72c464f837541da9c1da8886bf58419", "completedAt": "2026-10-22T22:44:16.149243+00:00", "configFingerprint": "1d8ba6e2bf36aa47c80ff7bd95383cf1571f55e0a76760eb56b3f847863afa7f", "configSource": "modelhub_live", "createdAt": "2026-10-22T22:44:13.585401+00:00", "framework": "llamacpp", "intentId": "3669a4afc92a4768b586a1925807bb3c", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "reason": null, "reconciledAt": "2026-10-23T06:10:59.297830+00:00", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "hygon_k100-ai", "taskId": "5726692", "taskType": "text-generation"}
 {"batchId": "a6a98b5ac1794d7a89d0a235710ba4d7", "completedAt": "2026-10-23T05:27:08.239197+00:00", "configFingerprint": "91915287b76ea7e05cad914ff86bc370079e1da493390c06596dc5d6300af314", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:27:05.307683+00:00", "framework": "llamacpp", "intentId": "483aa2032fd547debfa74e8cfbeb84aa", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "reason": null, "reconciledAt": "2026-10-23T06:10:59.298961+00:00", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "recovered_active", "targetGpu": "Mthreads_s4000", "taskId": "5732271", "taskType": "text-generation"}
+{"batchId": "eceafebde58b49d39f81137741722046", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.250593+00:00", "framework": "llamacpp", "intentId": "0de5e2ebf28c4e5d8e7147ba36b6615a", "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": "eceafebde58b49d39f81137741722046", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.250725+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1c01b73e62c04186af16c0c283bef42f", "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": "eceafebde58b49d39f81137741722046", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.250784+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a79312b55ee048fe810cbd60e7cd0ce6", "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": "eceafebde58b49d39f81137741722046", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.250837+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0f13b22236dd495391e77d95938aa0a3", "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": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.250889+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9b214ee6803e403db41c2c6ca3c474c0", "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": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.250930+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1385b56d0c5249a285968b83042e8018", "lastModified": "2026-10-21T16:31:51+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.250970+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7ff3ffd886834501bb30be4dfc4c9761", "lastModified": "2026-10-22T13:58:47+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX", "repoId": "ukisai/Swift-1.5-4bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.251008+00:00", "framework": "vllm_tokenizer_patch", "intentId": "735b545b980342a6857e6ace5c4fab52", "lastModified": "2026-10-21T17:21:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.251047+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ed0483c15dd5467fb98ab728f41e3d69", "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": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.251085+00:00", "framework": "vllm_tokenizer_patch", "intentId": "22fba35b0b884e288a0c5aa4f08b2a2f", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.251124+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ac1ead502fac4d0d80d09a10810f6428", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "eceafebde58b49d39f81137741722046", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:12:32.251162+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e52c295bb10344df9f4c46ed2877e689", "lastModified": "2026-10-21T16:19:52+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "b586ae72fa644263abae281b47b9a6d0", "completedAt": "2026-10-23T06:10:36.847433+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:10:33.652781+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8ec811f8e3c7479b9ae43df0f8efca21", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "b586ae72fa644263abae281b47b9a6d0", "completedAt": "2026-10-23T06:10:36.847430+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:10:33.652743+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0f32f5f6e06f4920891f7fc42c7e9e41", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "b586ae72fa644263abae281b47b9a6d0", "completedAt": "2026-10-23T06:10:36.847428+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:10:33.652704+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6c4421e65bc54ca995994961bf92c170", "repoId": "RecursiveSI/flint-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 f4e36abd98..56ea8165ff 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "39bd4e10b3fea2aa1ca663f01d43aee601e7def1cd182ffa76a6530b061e662c",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "65bb2fbe5b41cd828e72348a4db501ae974e85f9cfa19b2ec2c5a50a1c119d64",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "2402122b0730ff318bea26ee64d5053684c79e6e464572316ce218233fc5c8ae",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "09ecb86e6a9af71245197d5126a7afa0233e7c6e1fae326cd4c8d86b9fd38742",
-    ".modelhub_state/official_capabilities.json": "eb0aef32e0e760866cbe78c408e1e726baea8f8d7c4d113a7989a1c8f51a90df",
+    ".modelhub_state/market_intelligence.json": "22f58549f0c6f25c61c32b34042e6c6b1c55110377a72e230d0dcab1f11212b4",
+    ".modelhub_state/official_capabilities.json": "3f9c3580ff76ace49211367e56c529e5d7953ba5345f875afe98f523e22abb8f",
     ".modelhub_state/outcome_checkpoint.json": "e00e4fec0cfb0d33421bfd5cea5c93a82d5e5ce4a6b00e25278113f6947396b7",
     ".modelhub_state/queue_cleanup_latest.json": "c8f078c02d4629cd1cbe561d9068fb9c5405b57d2d73d20e7c5025f4b9457300",
     ".modelhub_state/recent_outcomes.jsonl": "f140ad313dfd577f5be89f848c9930b302e6cef742091cd7c6bdbac20f3f5cb3",
     ".modelhub_state/recovery_active_tasks.jsonl": "0e143c7190856c01444f54966fcab6063a4309b8f78583ee396e0508a93e2f80",
-    ".modelhub_state/recovery_intents.jsonl": "9115e55b2eb709d652f82d793581ecce5b64310072d256456259a3742332ac40",
+    ".modelhub_state/recovery_intents.jsonl": "357aec0f8c199253da347dea0d39aa037a0e09e7596a5265a4e8dd5670b2529d",
     ".modelhub_state/routing_intelligence.json": "942596fe19347fe1474158d808a9f6a1a85b03d7fc91069d8890493fd54e10c8",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "59900d7f26c44fb4c88e2514bd072ed6eaae89b97fbc147f8bc448b23f2386fe",
     "outcomes/submissions.jsonl": "d577a6eace524c5716f862336e815f022d51f07ccaf31c26139c3a5e4d74ec35"
   },
-  "generation": 31001,
-  "phase": "cycle",
+  "generation": 31002,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T06:10:59.521163+00:00",
+  "updatedAt": "2026-10-23T06:12:32.424091+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }