diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index b4bd643b38..31d108bcee 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T08:58:41.268836+00:00",
+  "generatedAt": "2026-10-23T09:00:25.751119+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 7db7746636..f242813dcb 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -423,7 +423,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T08:58:41.361747+00:00",
+  "generatedAt": "2026-10-23T09:00:25.862443+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 204769af0c..9f562edd27 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T08:58:41.361747+00:00",
+  "catalogUpdatedAt": "2026-10-23T09:00:25.862443+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T08:58:41.361747+00:00",
+  "generatedAt": "2026-10-23T09:00:25.862443+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6498,6 +6498,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T08:58:41.361747+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T09:00:25.862443+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 5af061283b..c46757bea3 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3730,6 +3730,18 @@
 {"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": "2026-10-23T08:58:50.485950+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": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646340+00:00", "configFingerprint": "57aceff29ff69c4fb34602873529ff182196395d82e08b39e53f9350ca14eca7", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.754958+00:00", "framework": "llamacpp", "intentId": "ce4aac32cffa4323bd78c31ff8fca0e9", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "reason": null, "reconciledAt": "2026-10-23T08:58:50.485262+00:00", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5733467", "taskType": "text-generation"}
 {"batchId": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646387+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.755807+00:00", "framework": "vllm_tokenizer_patch", "intentId": "81202d51b04e49d591b875ab5fdd5e03", "lastModified": "2026-10-21T13:20:37+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-23T08:58:50.485247+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5733468", "taskType": "text-generation"}
+{"batchId": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.649793+00:00", "framework": "llamacpp", "intentId": "b3e4dc3bdc2f4cf9875fd4899cfe93c8", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.649919+00:00", "framework": "vllm_tokenizer_patch", "intentId": "361461800f1b4a4cb9acc1ea97662006", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.649976+00:00", "framework": "vllm_tokenizer_patch", "intentId": "66cb38c1c7db4478b6477bc0af02db11", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650028+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0c14d1a7f81c429191f490f604fecfd2", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650069+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e3c4adbec47b41ad8c3df1e10357f15f", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650107+00:00", "framework": "vllm_tokenizer_patch", "intentId": "76685d8f54d84b69b0a083768f4ac451", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650145+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2bdf5ea974cd4800a75d7f8413288de2", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650191+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d4758c53a8b3484b8e885b5f0e039f75", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650228+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d98b33c773c643ab8b3fd1454cafe571", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650265+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5611a56ecc88486db67bb2e78a9c08d6", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650303+00:00", "framework": "vllm_tokenizer_patch", "intentId": "71c2fc6061c6428984177284ba2c932c", "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": "0e8f7632ca534e119065f97b1b70c7b5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:00:26.650340+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6dd8162551ea4e3a862c1918e1e1450a", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "105a89b130f444e7a9b535ead2a3ae15", "completedAt": "2026-10-23T08:58:46.064484+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:58:43.480604+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e1af27f23e564f109bd9dda2b320051e", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "105a89b130f444e7a9b535ead2a3ae15", "completedAt": "2026-10-23T08:58:46.064481+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:58:43.480554+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6cfa9250edf44358ada8ee0f7525bf5c", "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": "105a89b130f444e7a9b535ead2a3ae15", "completedAt": "2026-10-23T08:58:46.064479+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:58:43.480515+00:00", "framework": "vllm_tokenizer_patch", "intentId": "373123df0e50414fbf4b4a8a77a4282c", "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"}
diff --git a/manifest.json b/manifest.json
index 379798bbcd..689ea0583b 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "f4978078e1638930bf1ff114f51d2efbaa03527c6b57cdfccbbe15bcbd2943a0",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "a05e7300916e94542b87510072148c1c65bc52ef1bcf743f5ddf63f9c856b906",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "7fdbd4742eaffa8df1a0411f4815f2ec16efeadbfaa88b2e16613f33af715a8b",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "82d6f50f54e5125ca1b50c4ea6aaf2951f006f72afa536f82084cb2cd71a1f1d",
-    ".modelhub_state/official_capabilities.json": "89a8a27e0551041583e5c4a409112a73b926a84ed9cfc9b9c4e91eb448731873",
+    ".modelhub_state/market_intelligence.json": "3dcca6b600e23ca44c9b24514a40066cf39dfb2338a289c484fb2029111db304",
+    ".modelhub_state/official_capabilities.json": "815397b9005b05df210789353e8c8a2948c20b90a9a9931ebe3f2fbe35ef20d3",
     ".modelhub_state/outcome_checkpoint.json": "12d5ad52ca33e7b98291210493d76f734d053961f516ec03f7646edab09e7722",
     ".modelhub_state/queue_cleanup_latest.json": "a5fdbd080bd7d139f269c20719bb6aa3a427f9b0e3ced669084c310b6c725457",
     ".modelhub_state/recent_outcomes.jsonl": "c26907b94d0e29da07c78f3ba519875eba74078b8536855c9be477e40170b127",
     ".modelhub_state/recovery_active_tasks.jsonl": "e5f07c081c1ef0cf73a9cc551ae687ecdd49dff1d6871d23dc8953175b29bb5e",
-    ".modelhub_state/recovery_intents.jsonl": "0d4c426f54e433d2bdbc22fd311a217636fab73b3051cb5f6ace71c26df1d7df",
+    ".modelhub_state/recovery_intents.jsonl": "f9dcd8f792f0161c6563056f554ffd284c25f3d993abf153f12bdb9a764fe648",
     ".modelhub_state/routing_intelligence.json": "834af67fd53b9b17dc17c1cb4231bad2e469bf535191e4a6f38120200744f305",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "36e55656d4433cd514153459f5a64920d3fb313533175689cd6023f1cc38c32e",
     "outcomes/submissions.jsonl": "fe53c304e532a1c3f3bfdc6d51b1dad2cc97e9626e897137fcc8243662ad3841"
   },
-  "generation": 31277,
-  "phase": "cycle",
+  "generation": 31278,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T08:58:50.699310+00:00",
+  "updatedAt": "2026-10-23T09:00:26.892033+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }