diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 29dcc812c0..7373858297 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T05:50:23.644790+00:00",
+  "generatedAt": "2026-10-25T05:52:07.863995+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 68b74946b7..079d3d94d3 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-25T05:50:23.769419+00:00",
+  "generatedAt": "2026-10-25T05:52:07.958468+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 9c7029d8ea..71e79f589f 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T05:50:23.769419+00:00",
+  "catalogUpdatedAt": "2026-10-25T05:52:07.958468+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-25T05:50:31.389002+00:00",
+  "generatedAt": "2026-10-25T05:52:14.876122+00:00",
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       "canVerify": true,
@@ -180,6 +180,19 @@
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       "updatedAt": "2026-10-25T05:39:39.558164+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+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": "2026-10-25T05:52:08.200817+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Kunlunxin_p-800": {
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@@ -632,14 +645,6 @@
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T05:28:08.894564+00:00"
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     "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Iluvatar_bi-150": {
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@@ -815,14 +820,6 @@
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_bi-100": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T05:28:08.886174+00:00"
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     "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_bi-150": {
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@@ -1091,14 +1088,6 @@
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-    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T05:28:08.901682+00:00"
-    },
     "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Iluvatar_bi-150": {
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         "asr",
@@ -1570,6 +1559,19 @@
       ],
       "updatedAt": "2026-10-25T05:39:39.558203+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+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": "2026-10-25T05:52:08.214915+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Kunlunxin_p-800": {
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         "text-generation"
@@ -1620,6 +1622,19 @@
       ],
       "updatedAt": "2026-10-25T05:39:39.558097+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+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": "2026-10-25T05:52:08.280568+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Kunlunxin_p-800": {
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         "text-generation"
@@ -4135,6 +4150,12 @@
       ],
       "updatedAt": "2026-10-25T05:50:29.309602+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit|2026-10-21T16:33:24+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T05:52:14.876122+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Instruct-2507-AWQ-8bit|2026-10-21T16:38:24+00:00|Biren_166m": {
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@@ -5856,14 +5877,6 @@
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-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|hygon_k100-ai": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T05:28:08.913113+00:00"
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     "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -6567,6 +6580,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
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-  "taskTreeUpdatedAt": "2026-10-25T05:50:23.769419+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T05:52:07.958468+00:00",
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 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 0d8a42bcb0..6abc8b818e 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3812,6 +3812,18 @@
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 {"batchId": "101c18a202f14c21ad86738d2779e165", "completedAt": "2026-10-25T05:50:34.381940+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T05:50:31.935682+00:00", "framework": "vllm_fix_tokenizer", "intentId": "4440248a9eca4fb3be2207d6563556c7", "repoId": "cyankiwi/OmniCoder-9B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 791d3c2282..46d66b371e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "6ba44656352c20d448224aa86516ef24c8ed81e2838865b15eeb7309261ccabf",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "a313c4dcf11f8aee1026fb8c33ab62c2b3a1107d2ddb675824a8fa302d00f058",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "ad498429be7659e1d4417e61716d2e77c3f7d15b848e8e8f0cebc7949a246119",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "b779d46bc2e2c55ce87a55facfceb336eb344d48cc4eb73e040fccc9b2f1b363",
-    ".modelhub_state/official_capabilities.json": "5a45a595e218da330e39fa9d3072abcf30780e35c77716b355617c025c37c50a",
+    ".modelhub_state/market_intelligence.json": "764fb75d5a4edc6708ab2feeaa0cc924a395e63737351cac7d4f5a51a506a9c6",
+    ".modelhub_state/official_capabilities.json": "0042d0b6b8f522c53d254118f98c580fbde770a88748f3c3b51609512978ef3b",
     ".modelhub_state/outcome_checkpoint.json": "95d0ff3bae3d2468b76a76590d7e4dc3e92ff6cf8ac1a64fd3790b44dff3705a",
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     ".modelhub_state/recent_outcomes.jsonl": "a72456cbfe23ff1129e6478906cdb1762ec26681da2c1e8800e505e07b350885",
     ".modelhub_state/recovery_active_tasks.jsonl": "206320bd342909af1a5fa03dd656b2a0837b0f2bd473bfb181dffd413821f063",
-    ".modelhub_state/recovery_intents.jsonl": "c726196e01893bf9275ceee5eec5789dbc588ab6c2d7706c2fdcce8f856e9537",
+    ".modelhub_state/recovery_intents.jsonl": "5da9a6a4b4e1c8dc63b8371ead630baa7d5ea668f1f389603638463da92412ba",
     ".modelhub_state/routing_intelligence.json": "11615b3f07a63164415b85b3c53da9da2b11875f954a9645f472619d527952b0",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "3527d86c4fe5a43e8c0b1158e6f24e748474fce5a149c696caf4a1da895ac64a",
     "ledger/submissions.jsonl": "82fe7d9adaae2d0f3722da8691a988049d5858698d25afd72403b3af860e44de",
     "outcomes/submissions.jsonl": "690e12ee5ceddd7e90c7453e2dd5656b1480c8d8a82188158e6c59bd4a7be364"
   },
-  "generation": 35583,
-  "phase": "cycle",
+  "generation": 35584,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T05:50:36.640097+00:00",
+  "updatedAt": "2026-10-25T05:52:15.485798+00:00",
   "writerId": "750e06ff79b245419d079bcf827fbb45"
 }