diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index de2ee072aa..850649dc58 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -977,7 +977,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-11-01T14:25:25.456428+00:00",
+  "generatedAt": "2026-11-01T14:28:37.956724+00:00",
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     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 709539992a..0232df814b 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -461,7 +461,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-11-01T14:27:36.873450+00:00",
+  "generatedAt": "2026-11-01T14:28:40.489688+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 783632e448..905bda5034 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-11-01T14:27:36.873450+00:00",
+  "catalogUpdatedAt": "2026-11-01T14:28:40.489688+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-11-01T14:27:36.873450+00:00",
+  "generatedAt": "2026-11-01T14:28:43.298642+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -883,6 +883,12 @@
       ],
       "updatedAt": "2026-10-31T04:10:42.449561+00:00"
     },
+    "https://modelscope.cn/models/FINAL-Bench/POCKET-35B-GGUF|2026-11-01T14:18:27+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-11-01T14:28:43.098560+00:00"
+    },
     "https://modelscope.cn/models/GnLOLot/MiniCPM5-2B-Claude-Fable5-1-Thinking-Agentic-GGUF|2026-09-21T18:38:30+00:00|Ascend_910-b4": {
       "taskTypes": [
         "text-generation",
@@ -2649,6 +2655,54 @@
       ],
       "updatedAt": "2026-11-01T04:13:15.600698+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4|2026-11-01T14:18:30+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-11-01T14:28:43.298642+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4|2026-11-01T14:18:30+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-11-01T14:28:43.116539+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4|2026-11-01T14:18:30+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-11-01T14:28:43.263442+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4|2026-11-01T14:18:30+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-11-01T14:28:43.191019+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4|2026-11-01T14:18:30+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-11-01T14:28:43.223652+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4|2026-11-01T14:18:30+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-11-01T14:28:43.153731+00:00"
+    },
     "https://modelscope.cn/models/dealignai/Bonsai-2-27B-1bit-CRACK-GGUF|2026-09-18T13:05:43+00:00|Ascend_910-b3": {
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@@ -4318,14 +4372,6 @@
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       "updatedAt": "2026-10-31T04:10:40.091666+00:00"
     },
-    "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-31T04:10:38.998070+00:00"
-    },
     "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|Iluvatar_mrv-100": {
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@@ -4335,14 +4381,6 @@
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       "updatedAt": "2026-10-31T04:10:39.902033+00:00"
     },
-    "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|MetaX_c-500": {
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-        "text-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-31T04:10:38.919446+00:00"
-    },
     "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|Mthreads_s4000": {
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@@ -4350,12 +4388,6 @@
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       "updatedAt": "2026-10-31T04:10:40.149537+00:00"
     },
-    "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|Sunrise_pt-200-x1": {
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-        "text-generation"
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-      "updatedAt": "2026-10-31T04:10:38.959388+00:00"
-    },
     "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|Vastai_va16": {
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         "text-generation"
@@ -4378,14 +4410,6 @@
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       "updatedAt": "2026-10-31T04:10:40.041313+00:00"
     },
-    "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Ascend_910-b4": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-31T04:10:38.932266+00:00"
-    },
     "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Biren_166m": {
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         "text-generation"
@@ -4408,14 +4432,6 @@
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       "updatedAt": "2026-10-31T04:10:40.138466+00:00"
     },
-    "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-31T04:10:39.060284+00:00"
-    },
     "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Iluvatar_mrv-100": {
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@@ -4425,14 +4441,6 @@
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-    "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|MetaX_c-500": {
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     "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Mthreads_s4000": {
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@@ -4440,12 +4448,6 @@
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-    "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Sunrise_pt-200-x1": {
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     "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -6589,6 +6591,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-11-01T14:27:36.873450+00:00",
+  "taskTreeUpdatedAt": "2026-11-01T14:28:40.489688+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index f71ce56b8d..7444b8c02f 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -172,6 +172,7 @@
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diff --git a/manifest.json b/manifest.json
index fc08e9f64f..ca01d29790 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,23 +2,23 @@
   "agentVersion": "2026.10.28.1",
   "checksums": {
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-    ".modelhub_state/architecture_compatibility_blacklist.json": "b570da0d775bbf0a3aa965f1700ae406ce3969f66010b28d8f0cfcf6385bb54e",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "ece872c3b9ac78695972f28399f0b574dd31cce22bbc97fa45c4c78b352a5ff0",
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-    ".modelhub_state/official_capabilities.json": "d4e2892162b383bea26f985291bb0832347f3d5c1684114743089fc253fb0002",
+    ".modelhub_state/market_intelligence.json": "3546a2d3a46ee09594dfcbea9a083daa6e12ca4a1c07e0f5ef87de1d5e20ac2d",
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-    ".modelhub_state/recovery_intents.jsonl": "3431ace7ee3ad63af0152e26abe3e52ab789908dd190f87017887926d856ccdd",
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-  "generation": 18570,
-  "phase": "cycle",
+  "generation": 18571,
+  "phase": "intent",
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-  "updatedAt": "2026-11-01T14:27:37.326236+00:00",
+  "updatedAt": "2026-11-01T14:28:46.949297+00:00",
   "writerId": "b60d613251844af6b43636e34287be85"
 }