diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f62ace6570..b308e1c5fc 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index bfcf6cbbbb..d1b2dc73f7 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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@@ -150,15 +150,6 @@
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@@ -175,6 +166,14 @@
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@@ -239,6 +238,14 @@
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@@ -252,15 +259,6 @@
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@@ -305,6 +303,14 @@
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@@ -3084,6 +3077,14 @@
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@@ -3249,6 +3240,14 @@
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+    "https://modelscope.cn/models/iyangqing/st-image|2026-10-13T09:01:39+00:00|Cambricon_mlu-370-x4": {
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@@ -3322,6 +3312,14 @@
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@@ -3420,6 +3408,14 @@
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+    "https://modelscope.cn/models/labelnet/GLM-5.3-Flash-W8A8|2026-10-13T06:30:36+00:00|Cambricon_mlu-370-x4": {
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+    "https://modelscope.cn/models/siliconflow/Hy4-preview-SF-WFP4AFP8|2026-10-14T02:34:24+00:00|Cambricon_mlu-370-x4": {
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@@ -5719,6 +5615,14 @@
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       "updatedAt": "2026-10-13T23:36:52.767484+00:00"
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+    "https://modelscope.cn/models/tsinghua-sigs-robot-lab/VeriLoop-E2-GGUF|2026-10-10T06:45:56+00:00|Cambricon_mlu-370-x4": {
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@@ -5785,6 +5680,14 @@
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       "updatedAt": "2026-10-13T23:36:52.667490+00:00"
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+    "https://modelscope.cn/models/tsinghua-sigs-robot-lab/VeriLoop-E2|2026-10-10T06:46:14+00:00|Cambricon_mlu-370-x4": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T08:07:42.597816+00:00"
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-14T06:01:23+00:00|Cambricon_mlu-370-x4": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T08:07:41.342234+00:00"
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@@ -5928,6 +5830,14 @@
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-13T19:14:30+00:00|Cambricon_mlu-370-x4": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T08:07:41.508116+00:00"
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@@ -6001,6 +5902,14 @@
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       "updatedAt": "2026-10-13T23:36:54.651467+00:00"
     },
+    "https://modelscope.cn/models/vllm-sr/qwen3_mmlu_math-reasoner_no_leakage_r32|2026-10-08T03:47:27+00:00|Cambricon_mlu-370-x4": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T08:07:43.269986+00:00"
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     "https://modelscope.cn/models/vllm-sr/qwen3_mmlu_math-reasoner_no_leakage_r32|2026-10-08T03:47:27+00:00|Iluvatar_bi-150": {
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-    "https://modelscope.cn/models/vllm-sr/qwen3_mmlu_math-reasoner_no_leakage_r32|2026-10-08T03:47:27+00:00|Iluvatar_mrv-100": {
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         "text-generation"
@@ -6051,6 +5951,14 @@
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       "updatedAt": "2026-10-14T05:52:56.580064+00:00"
     },
+    "https://modelscope.cn/models/webAI-Official/TwIL-LM3-Pro|2026-10-10T14:44:43+00:00|Cambricon_mlu-370-x4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T08:07:42.574786+00:00"
+    },
     "https://modelscope.cn/models/wulezhi/qwen3.8-27b-buddhist|2026-10-08T03:05:04+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -6067,6 +5975,14 @@
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       "updatedAt": "2026-10-13T23:36:54.770339+00:00"
     },
+    "https://modelscope.cn/models/wulezhi/qwen3.8-27b-buddhist|2026-10-08T03:05:04+00:00|Cambricon_mlu-370-x4": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T08:07:43.372165+00:00"
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     "https://modelscope.cn/models/wulezhi/qwen3.8-27b-buddhist|2026-10-08T03:05:04+00:00|Iluvatar_bi-150": {
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-    "https://modelscope.cn/models/wulezhi/qwen3.8-27b-buddhist|2026-10-08T03:05:04+00:00|Iluvatar_mrv-100": {
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         "text-generation"
@@ -6133,6 +6040,14 @@
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       "updatedAt": "2026-10-13T23:36:48.562943+00:00"
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+    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-12T06:20:23+00:00|Cambricon_mlu-370-x4": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T08:07:42.173034+00:00"
+    },
     "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-12T06:20:23+00:00|Mthreads_s4000": {
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@@ -6177,15 +6092,6 @@
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       "updatedAt": "2026-10-14T05:47:36.181240+00:00"
     },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Iluvatar_mrv-100": {
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-      "updatedAt": "2026-10-13T22:22:35.780074+00:00"
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     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Kunlunxin_p-800": {
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         "text-generation"
@@ -6237,6 +6143,14 @@
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       "updatedAt": "2026-10-14T07:25:11.461360+00:00"
     },
+    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-14T07:11:38+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T08:07:41.341682+00:00"
+    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-14T07:11:38+00:00|Iluvatar_bi-150": {
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         "asr",
@@ -6953,6 +6867,6 @@
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   ],
-  "taskTreeUpdatedAt": "2026-10-14T08:04:30.083996+00:00",
+  "taskTreeUpdatedAt": "2026-10-14T08:07:27.483273+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index a1c53d1531..ad452db82a 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3588,6 +3588,8 @@
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diff --git a/manifest.json b/manifest.json
index 954dd26769..a9f238177b 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,22 +4,22 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "ef7860602c004bed74ea636ae9ec5d0ca03bf495c1adaecebc4c04253c7d98d9",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "77584d4feec699134dea8f8467081cea12781d0d7438067f70234a34d781e3dd",
-    ".modelhub_state/official_capabilities.json": "f49127a838c4e4b2bf766d27d5675e3da8a36e62cfb2b8f24b48c95e5adf3666",
+    ".modelhub_state/market_intelligence.json": "3f6b7244f3e896a2ff8d0dacd596364adc5bf8931214fe075fdd92d43b2e5092",
+    ".modelhub_state/official_capabilities.json": "95d97cc9068ff7e2320547463a852b6bbd9fb88d5746aa6771cc7b2fb260d0d7",
     ".modelhub_state/outcome_checkpoint.json": "f68e4b2eed232a2a436130e3721ecf592b04ebe95caf286fea7f2f3315a71387",
     ".modelhub_state/queue_cleanup_latest.json": "dd97d1cbd7eaf00725793e4147b8bb855f8ce6edcb1a535becbfb0d6fc68a4ad",
     ".modelhub_state/recent_outcomes.jsonl": "530c3f3f681469cb91364456a0b40c6fcc13b4df04b6e2659e523f96bbbc2ce5",
     ".modelhub_state/recovery_active_tasks.jsonl": "028e5229d015c5d1fee2350ee52730806c30fa490f85a2635d2b7a79664c1635",
-    ".modelhub_state/recovery_intents.jsonl": "ad92c243a0adb1b5fda505b5f151773eaee1bee07509ed919041645b6ca15056",
+    ".modelhub_state/recovery_intents.jsonl": "af63de75b90222912e717701fa0df653eea3bc2628af95d7ef7b201485d0dc56",
     ".modelhub_state/routing_intelligence.json": "c97441e69c5f8bbb307095ef7a668c97dc2bf79367d1c24fef124700807292c4",
     ".modelhub_state/submission_exclusions.jsonl": "660ad77b924d3b0cc76f46aacd1f91a924d13a02bc68057eb5a964647441283b",
     ".modelhub_state/worker_crashes.jsonl": "a6b56caed5c7afeb803f8701393cf4660f7e9799eb5ff84af826a142e16d9b00",
     "ledger/submissions.jsonl": "a2032205547f7998daa9b423eb233706b94e80fe62f86971bb64664a147e9692",
     "outcomes/submissions.jsonl": "937d6f8b6291aa6fb1c4f2da90b70db982955d2548348a3a9502bdcc05ddd9ce"
   },
-  "generation": 24684,
-  "phase": "cycle",
+  "generation": 24685,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-14T08:04:38.067826+00:00",
+  "updatedAt": "2026-10-14T08:07:44.168280+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }