diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 674bb8d444..8326652a12 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 0d6ca6814d..12f1a2fe32 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
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@@ -452,7 +452,7 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c99dbadeda..c91b4b44f2 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
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+      "updatedAt": "2026-10-24T10:04:47.381056+00:00"
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+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|Biren_166m": {
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       "updatedAt": "2026-10-24T09:51:39.959234+00:00"
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+    "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|Biren_166m": {
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@@ -4387,7 +4264,7 @@
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@@ -4822,6 +4672,12 @@
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       "updatedAt": "2026-10-24T09:31:55.034649+00:00"
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+    "https://modelscope.cn/models/elejoai/offline-voice-model-packs|2026-10-23T05:48:42+00:00|Biren_166m": {
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@@ -5187,6 +5043,12 @@
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       "updatedAt": "2026-10-24T09:31:56.659170+00:00"
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+    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T04:12:02+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T10:04:47.178860+00:00"
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+    "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-22T03:51:50+00:00|Biren_166m": {
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@@ -5417,7 +5285,7 @@
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       "updatedAt": "2026-10-24T09:31:55.851693+00:00"
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+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Biren_166m": {
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+        "text-generation"
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+      "updatedAt": "2026-10-24T10:04:47.687682+00:00"
+    },
     "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Cambricon_mlu-370-x4": {
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@@ -5553,6 +5427,12 @@
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+    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T10:04:47.506738+00:00"
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@@ -5694,6 +5565,12 @@
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       "updatedAt": "2026-10-24T09:31:55.851802+00:00"
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+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T10:04:47.687232+00:00"
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     "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -5761,6 +5638,12 @@
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       "updatedAt": "2026-10-24T09:31:55.163666+00:00"
     },
+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Biren_166m": {
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+      ],
+      "updatedAt": "2026-10-24T10:04:47.506799+00:00"
+    },
     "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -5856,6 +5739,12 @@
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       "updatedAt": "2026-10-24T09:31:54.957570+00:00"
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T10:04:47.380794+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -5923,6 +5812,12 @@
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       "updatedAt": "2026-10-24T09:31:54.649324+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-23T13:27:57+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T10:04:47.295141+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-23T13:27:57+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -5990,6 +5885,12 @@
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       "updatedAt": "2026-10-24T09:31:54.139312+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Biren_166m": {
+      "taskTypes": [
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+      ],
+      "updatedAt": "2026-10-24T10:04:47.185139+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -6063,6 +5964,12 @@
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       "updatedAt": "2026-10-24T09:31:55.644369+00:00"
     },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Biren_166m": {
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+        "text-generation"
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+      "updatedAt": "2026-10-24T10:04:47.646690+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -6130,6 +6037,12 @@
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       "updatedAt": "2026-10-24T09:31:55.553701+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T10:04:47.646667+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -6892,6 +6805,6 @@
       "updateTime": "2025-12-22 08:59:53"
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   ],
-  "taskTreeUpdatedAt": "2026-10-24T10:03:03.258310+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T10:04:46.963294+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index ebb8db8738..a1dc54633f 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3761,6 +3761,18 @@
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diff --git a/manifest.json b/manifest.json
index a8e4eb017c..8cefaa851f 100644
--- a/manifest.json
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