diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 4dc7982387..8b728ea0ca 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -977,7 +977,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-11-01T14:41:10.238302+00:00",
+  "generatedAt": "2026-11-01T14:44:23.541037+00:00",
   "summary": {
     "activeBlockCount": 48,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 56cfdd5138..f3ac9fcd0b 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -461,7 +461,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-11-01T14:43:22.492309+00:00",
+  "generatedAt": "2026-11-01T14:44:27.085466+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 59ccf9f429..34ad3ca951 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-11-01T14:43:22.492309+00:00",
+  "catalogUpdatedAt": "2026-11-01T14:44:27.085466+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-11-01T14:43:22.492309+00:00",
+  "generatedAt": "2026-11-01T14:44:29.939371+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -158,14 +158,6 @@
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       "updatedAt": "2026-10-31T04:10:41.206329+00:00"
     },
-    "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Ascend_910-b4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-31T04:10:39.211296+00:00"
-    },
     "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
         "text-generation",
@@ -182,14 +174,6 @@
       ],
       "updatedAt": "2026-10-31T04:10:41.274238+00:00"
     },
-    "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Iluvatar_bi-100": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-31T04:10:39.287437+00:00"
-    },
     "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
         "asr",
@@ -199,12 +183,6 @@
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       "updatedAt": "2026-10-31T04:10:41.174580+00:00"
     },
-    "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-31T04:10:39.176747+00:00"
-    },
     "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -212,12 +190,6 @@
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       "updatedAt": "2026-10-31T04:10:41.307499+00:00"
     },
-    "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Sunrise_pt-200-x1": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-31T04:10:39.250447+00:00"
-    },
     "https://modelscope.cn/models/AXERA-TECH/Qwen3-1.7B-GPTQ-Int4|2026-09-23T17:58:48+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -2655,6 +2627,54 @@
       ],
       "updatedAt": "2026-11-01T04:13:15.600698+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-FP8|2026-11-01T14:32:27+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-11-01T14:44:29.939371+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-FP8|2026-11-01T14:32:27+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-11-01T14:44:29.712886+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-FP8|2026-11-01T14:32:27+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": "2026-11-01T14:44:29.906423+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-FP8|2026-11-01T14:32:27+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-11-01T14:44:29.823072+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-FP8|2026-11-01T14:32:27+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-11-01T14:44:29.870367+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-FP8|2026-11-01T14:32:27+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-11-01T14:44:29.784844+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4|2026-11-01T14:18:30+00:00|Biren_166m": {
       "taskTypes": [
         "text-generation"
@@ -4356,14 +4376,6 @@
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       "updatedAt": "2026-10-31T04:10:39.949283+00:00"
     },
-    "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-31T04:10:39.820293+00:00"
-    },
     "https://modelscope.cn/models/juspay/Kwaipilot-KAT-Dev-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:43:48+00:00|Cambricon_mlu-370-x8": {
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         "text-generation",
@@ -4416,14 +4428,6 @@
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       "updatedAt": "2026-10-31T04:10:39.995531+00:00"
     },
-    "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-31T04:10:39.862371+00:00"
-    },
     "https://modelscope.cn/models/juspay/Qwen2.5-Coder-32B-Instruct-CPT-LoRA-Adapter-HyperSwitch|2026-09-24T03:41:11+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
@@ -6591,6 +6595,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-11-01T14:43:22.492309+00:00",
+  "taskTreeUpdatedAt": "2026-11-01T14:44:27.085466+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index f897442d00..432a6ef5d8 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -173,6 +173,7 @@
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 {"agentVersion": "2026.10.28.1", "batchId": "50ceb367e5544136a8df57946b63a4c0", "completedAt": "2026-11-01T14:28:48.292747+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-11-01T14:28:46.869093+00:00", "framework": "vllm-mlu", "instanceId": "87a9405264eb816066a7", "intentId": "897b7d5cdf6a4b3a9f0067caaf37ed06", "lastModified": "2026-11-01T14:18:30+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/K2-Horizon-7B-AWQ-INT4", "reason": null, "reconciledAt": "2026-11-01T14:41:14.421409+00:00", "repoId": "cyankiwi/K2-Horizon-7B-AWQ-INT4", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "strategyId": "9ace80d0-6764-4b98-89c8-4f744ac60080", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5949285", "taskType": "text-generation"}
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diff --git a/manifest.json b/manifest.json
index ac12c7b55c..96d22ff8eb 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,23 +2,23 @@
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   "checksums": {
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-    ".modelhub_state/architecture_compatibility_blacklist.json": "e370524ed0da65406da4c39b01f62144e79474100d5940af70b04231dd9b6502",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "3b7247a8224700e702171c9fd81b217c3e088e7a002718fc2b5df8b3a7fb7621",
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-    ".modelhub_state/official_capabilities.json": "af902512e70d273b01b662cef7d6fc31be46fc224a6cd86d900b7a8cf007efcf",
+    ".modelhub_state/market_intelligence.json": "a1bcc2a91aa195f77a728f0348b276cba27c2fc5384c9ead445d5521aa5ec936",
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-    ".modelhub_state/recovery_intents.jsonl": "c20c12356bf2593c59f027f6eeb294d2a1e6189b781ecbefea975f1a7fb45ae7",
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-  "phase": "cycle",
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+  "phase": "intent",
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-  "updatedAt": "2026-11-01T14:43:22.908457+00:00",
+  "updatedAt": "2026-11-01T14:44:34.028617+00:00",
   "writerId": "b60d613251844af6b43636e34287be85"
 }