diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 4198f26177..c5f4d2f368 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T21:15:45.147367+00:00",
+  "generatedAt": "2026-10-24T21:17:27.238052+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5885e7cd0a..dddc1d4abf 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T21:15:45.270229+00:00",
+  "generatedAt": "2026-10-24T21:17:27.364574+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index ffd217651e..37a0c3b083 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T21:15:45.270229+00:00",
+  "catalogUpdatedAt": "2026-10-24T21:17:27.364574+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T21:15:50.878158+00:00",
+  "generatedAt": "2026-10-24T21:17:27.364574+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6890,6 +6890,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T21:15:45.270229+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T21:17:27.364574+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index bc82eed8cd..0126f008dd 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3801,6 +3801,18 @@
 {"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": "2026-10-24T21:15:55.842685+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": "d57e9d64e2e14fb6a24f2a3b6bc5b3a7", "completedAt": "2026-10-24T20:52:25.704550+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:52:22.197353+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3db0e880fd254f4d95a5840dadf0018e", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T21:15:55.841242+00:00", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5766836", "taskType": "text-generation"}
 {"batchId": "1dc94e80fc8b4fe6b83ca9f949594261", "completedAt": "2026-10-24T20:58:12.408396+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T20:58:10.171675+00:00", "framework": "vllm_fix_tokenizer", "intentId": "4130ac0c245040d5b2b7a7e70d70b2a4", "lastModified": "2026-10-21T17:18:20+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T21:15:55.842683+00:00", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Biren_166m", "taskId": "5766914", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.075698+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5b8b9bf5b5f04196ba3de75efb349f3e", "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": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.075789+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5f51830c1a914f14952ffa292e0ee368", "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": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.075830+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3978072712f543d0bcc251b413afbc75", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.075869+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e99830e6a035448297f1304c26c3e048", "lastModified": "2026-10-21T16:02:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Hermes-4.3-36B-AWQ-8bit", "repoId": "cyankiwi/Hermes-4.3-36B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.075906+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e4756698bd2249a89acea831303b18c9", "lastModified": "2026-10-21T15:04:03+00:00", "modelAddress": "https://modelscope.cn/models/hf/BennyDaBall-Mistral-44B-MoE-Patched-MLX-4bit-G64", "repoId": "hf/BennyDaBall-Mistral-44B-MoE-Patched-MLX-4bit-G64", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.075943+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2e9cb623d8b04cc286d17d8ce1d9038a", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.075980+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5a22b4a604924bf1b39017f298cad86a", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.076017+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2a2b75a9afc74567b1c17a0d8f42c325", "lastModified": "2026-10-21T16:14:40+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-8bit", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.076054+00:00", "framework": "vllm_tokenizer_patch", "intentId": "df1c62a833704938891b4c855f1569bb", "lastModified": "2026-10-21T15:42:33+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Instruct-AWQ-8bit", "repoId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.076091+00:00", "framework": "vllm_tokenizer_patch", "intentId": "40fe8154c5464218a3a21817400b290f", "lastModified": "2026-10-21T15:22:00+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Trinity-Mini-AWQ-8bit", "repoId": "cyankiwi/Trinity-Mini-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.076127+00:00", "framework": "vllm_tokenizer_patch", "intentId": "39fa7586fcf74adda55bff880686dd27", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "3e1b7cd06b2044b0968ae23a343220a1", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:17:28.076164+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fa634ef87e204463bc189abad0410012", "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": "1d29ce3a9eee48139dc7fdf36b9af45a", "completedAt": "2026-10-24T21:15:53.533165+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:15:51.253533+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f2d8a0e9584143c099553272f63156ad", "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"}
 {"batchId": "1d29ce3a9eee48139dc7fdf36b9af45a", "completedAt": "2026-10-24T21:15:53.533162+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:15:51.253496+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2c4c8642a6b0440ea8fc06a8be54596c", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "1d29ce3a9eee48139dc7fdf36b9af45a", "completedAt": "2026-10-24T21:15:53.533160+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T21:15:51.253459+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1226b905b0d542f79964c8148ce09ffc", "repoId": "cyankiwi/Trinity-Mini-AWQ-8bit", "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 c844e6cfa8..4d6f1b3af3 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "88bdfb3b5e4d10f9397dc499f984ab0e278695e97d6cdeb8315190fdcf8c6e10",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "679293b9af33acff451b736dd29a294995713a92fb0bf9263231a39c6fbdb43c",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "1922144542f3e897d552a23f2b00c5d8de9777699fc71baf88f80bc74fe8072e",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "3ca1dc24100a4273936a5cb4921b427278d9c998f8c0fc464cd4ed553dbdcc17",
-    ".modelhub_state/official_capabilities.json": "9bf0e41f5cfc84bfe4445c18a6e8ce490ca478a646b56e92c92a3e46b2a3c206",
+    ".modelhub_state/market_intelligence.json": "30d0b93950a3317ffb955659ac1147afa92c06dc83d2e65161fc8bda9484f641",
+    ".modelhub_state/official_capabilities.json": "0fd065ba840addec026832be3759b0f494e9539e17d6f890c43e8b4b2fb044f5",
     ".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": "5162bfc87e67307b7b02e17ebac73716bb1f9078a7b8f7f2489f00e8135cd5ab",
-    ".modelhub_state/recovery_intents.jsonl": "046fa42cf45914456a63518462edc865d7ad3f020dcc03d80e05dba9a1af5427",
+    ".modelhub_state/recovery_intents.jsonl": "d5b31d01852eba71849e60b66cc0a404aeb503a78c578b3f89c44245b2932158",
     ".modelhub_state/routing_intelligence.json": "78fb5a9221752e2df466babe8c3863d59a351a0eb2d9eeb10fc66d8a8562cd8b",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "e436652d39bca5bcba31822ff9fb949a9d7ff0b7f509c170e258a53d7e01ce9a",
     "ledger/submissions.jsonl": "52e13db1bca65c32a0adf23dd77bc1c6db439527ca1b9adf8b33ca65e5b89d3e",
     "outcomes/submissions.jsonl": "66663c71218cf96cf3fc98e1da27eb348b7340d88a275b0590379685e98e3b3f"
   },
-  "generation": 34669,
-  "phase": "cycle",
+  "generation": 34670,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T21:15:56.048298+00:00",
+  "updatedAt": "2026-10-24T21:17:28.292040+00:00",
   "writerId": "5c9906c400e2442789cb0c734d70dc03"
 }