diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index ad60456c76..d54783bf14 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -504,7 +504,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index eaaa93cd32..19dd07b9da 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
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@@ -522,24 +522,24 @@
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@@ -720,34 +720,12 @@
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@@ -761,11 +739,33 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index a9f4c02343..b885677f68 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
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@@ -56,7 +56,7 @@
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@@ -604,6 +649,15 @@
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@@ -715,6 +769,15 @@
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@@ -827,6 +899,15 @@
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@@ -884,6 +965,15 @@
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@@ -947,6 +1037,15 @@
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@@ -1002,6 +1101,15 @@
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@@ -1065,6 +1173,15 @@
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@@ -1128,6 +1245,15 @@
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@@ -1252,6 +1333,15 @@
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@@ -1315,6 +1405,15 @@
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@@ -4514,6 +4442,15 @@
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       "updatedAt": "2026-10-25T20:06:26.962872+00:00"
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+    "https://modelscope.cn/models/elejoai/offline-voice-model-packs|2026-10-23T05:48:42+00:00|Iluvatar_mrv-100": {
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@@ -4858,6 +4779,15 @@
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       "updatedAt": "2026-10-25T20:06:26.122489+00:00"
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@@ -4905,6 +4835,15 @@
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       "updatedAt": "2026-10-25T20:06:26.667902+00:00"
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+    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Iluvatar_mrv-100": {
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@@ -4990,6 +4929,15 @@
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       "updatedAt": "2026-10-25T20:06:41.619059+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|Iluvatar_mrv-100": {
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@@ -5077,6 +5025,15 @@
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+    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|Iluvatar_mrv-100": {
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@@ -5140,6 +5097,15 @@
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       "updatedAt": "2026-10-25T20:06:26.416965+00:00"
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+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-25T12:07:28+00:00|Iluvatar_mrv-100": {
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@@ -5203,6 +5169,15 @@
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       "updatedAt": "2026-10-25T20:06:26.962821+00:00"
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+    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Iluvatar_mrv-100": {
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@@ -5266,6 +5241,15 @@
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       "updatedAt": "2026-10-25T20:07:01.331026+00:00"
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+    "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF|2026-10-21T18:27:55+00:00|Iluvatar_mrv-100": {
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@@ -5321,6 +5305,15 @@
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+    "https://modelscope.cn/models/qinxd10/DeepSeek-V4.1-Flash-1017-W4A8|2026-10-25T11:53:59+00:00|Iluvatar_mrv-100": {
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@@ -5384,6 +5377,15 @@
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       "updatedAt": "2026-10-25T20:06:41.619002+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|Iluvatar_mrv-100": {
+      "taskTypes": [
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+        "text-generation",
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     "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Kunlunxin_p-800": {
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@@ -5447,6 +5449,15 @@
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       "updatedAt": "2026-10-25T20:06:27.006501+00:00"
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+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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     "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Kunlunxin_p-800": {
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@@ -5522,6 +5533,15 @@
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       "updatedAt": "2026-10-25T20:06:26.122464+00:00"
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|Iluvatar_mrv-100": {
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@@ -5585,6 +5605,15 @@
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       "updatedAt": "2026-10-25T20:06:26.319439+00:00"
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|Kunlunxin_p-800": {
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@@ -5648,6 +5677,15 @@
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       "updatedAt": "2026-10-25T20:06:26.572316+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Kunlunxin_p-800": {
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@@ -5711,6 +5749,15 @@
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       "updatedAt": "2026-10-25T20:06:41.618960+00:00"
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+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T20:27:27.949132+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Kunlunxin_p-800": {
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         "text-generation"
@@ -5774,6 +5821,15 @@
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       "updatedAt": "2026-10-25T20:06:27.307074+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T20:27:23.436890+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
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         "text-generation"
@@ -5837,6 +5893,15 @@
       ],
       "updatedAt": "2026-10-25T20:06:26.714166+00:00"
     },
+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T20:27:23.093852+00:00"
+    },
     "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Kunlunxin_p-800": {
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         "text-generation"
@@ -6642,6 +6707,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T20:25:30.463644+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T20:27:14.261882+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 81e0435939..74b4b3b1b5 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3858,6 +3858,18 @@
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diff --git a/manifest.json b/manifest.json
index cc4f9a13ec..54c93d9fe2 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "c31585c1069308de2c1cc9ff51496b495486ae67148c1369f849dae7291eef2f",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "2f0b05a30a1280a3872eedca6a9507caa1fde5034b61c2c4d9983313c23fd027",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "ac0b6870f7ecda9cac94d49d0e5c750d3a62298f17391bcf392f21d18b9cf174",
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-    ".modelhub_state/market_intelligence.json": "46638eb4a13408a731126931c05aa84f5a26ea7f11314fc09845fdbc79ce0444",
-    ".modelhub_state/official_capabilities.json": "f0ef1dacb4f765d176d98a857a48ed7492d90b4389e150bcee531c1f9b4e703f",
+    ".modelhub_state/market_intelligence.json": "cf16086a6fa25ce54acbe96ccde1d890ba1e7ebe5062c6aca414e345c4498792",
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-    ".modelhub_state/recovery_intents.jsonl": "fa47601b32ce2d0ea227e66e802f7676f0039c8417906667ba4975a0c440645a",
+    ".modelhub_state/recovery_intents.jsonl": "f80ebb68f03e2adffe11e69699d2d39c0705356906149cd052c097436870ef82",
     ".modelhub_state/routing_intelligence.json": "1a5d39e1f50b1a450bc37ac628b2a7dc49e5717ba735f31e0c9aabffc51537f6",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
     "ledger/submissions.jsonl": "0e18fac7f5fa235858dd7304e472f5154870125d2c1dc07c3af5b67119a792d8",
     "outcomes/submissions.jsonl": "aa9387b2097e3027539188f0ef2a36fde6361c97c2099d99d41eccfbc852479d"
   },
-  "generation": 37078,
-  "phase": "cycle",
+  "generation": 37079,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T20:25:42.633873+00:00",
+  "updatedAt": "2026-10-25T20:27:57.557386+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }