diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 556395f6ae..f501cca707 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-09-21T12:09:55.145603+00:00",
+  "communityAttemptedAt": "2026-09-21T12:25:40.406469+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-09-21T12:09:55.145603+00:00",
+  "communityUpdatedAt": "2026-09-21T12:25:40.406469+00:00",
   "frameworkAttemptedAt": "2026-09-21T09:32:49.784642+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -434,7 +434,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-21T12:24:32.526461+00:00",
+  "generatedAt": "2026-09-21T12:25:40.406469+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 94f004fd17..84087b865a 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-21T12:24:32.526461+00:00",
+  "catalogUpdatedAt": "2026-09-21T12:25:40.406469+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-21T12:24:32.526461+00:00",
+  "generatedAt": "2026-09-21T12:25:45.868309+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -513,36 +513,6 @@
       ],
       "updatedAt": "2026-09-21T11:56:44.492966+00:00"
     },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-GGUF|2026-08-26T20:27:45+00:00|Biren_166m": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-09-21T11:56:24.274171+00:00"
-    },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-GGUF|2026-08-26T20:27:45+00:00|Cambricon_mlu-370-x8": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-09-21T11:56:24.366472+00:00"
-    },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-GGUF|2026-08-26T20:27:45+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-09-21T11:56:24.305971+00:00"
-    },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-GGUF|2026-08-26T20:27:45+00:00|Sunrise_pt-200-x1": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-09-21T11:56:24.335715+00:00"
-    },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-GGUF|2026-08-26T20:27:45+00:00|Vastai_va16": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-09-21T11:56:24.399031+00:00"
-    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-MLX-4bit|2026-08-26T12:23:32+00:00|Ascend_910-b4": {
       "taskTypes": [
         "text-generation",
@@ -570,14 +540,6 @@
       ],
       "updatedAt": "2026-09-21T11:56:44.461766+00:00"
     },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-MLX-5bit|2026-08-26T20:28:29+00:00|Cambricon_mlu-370-x8": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T11:56:25.523809+00:00"
-    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-MLX-5bit|2026-08-26T20:28:29+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -616,14 +578,6 @@
       ],
       "updatedAt": "2026-09-21T11:56:26.793885+00:00"
     },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-MLX-6bit|2026-08-26T20:08:57+00:00|hygon_k100-ai": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T11:56:23.010153+00:00"
-    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-1.2B-Thinking-MLX-8bit|2026-08-26T17:23:58+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -2139,14 +2093,6 @@
       ],
       "updatedAt": "2026-09-21T12:10:17.280374+00:00"
     },
-    "https://modelscope.cn/models/VerStella/Qwen3.8-27B-heretic-ara-W8A8-DCU|2026-08-26T20:08:51+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T11:56:23.101410+00:00"
-    },
     "https://modelscope.cn/models/VerStella/Qwen3.8-27B-heretic-ara-W8A8-DCU|2026-08-26T20:08:51+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -2155,21 +2101,6 @@
       ],
       "updatedAt": "2026-09-21T11:56:25.588262+00:00"
     },
-    "https://modelscope.cn/models/VerStella/Qwen3.8-27B-heretic-ara-W8A8-DCU|2026-08-26T20:08:51+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T11:56:23.070850+00:00"
-    },
-    "https://modelscope.cn/models/VerStella/Qwen3.8-27B-heretic-ara-W8A8-DCU|2026-08-26T20:08:51+00:00|hygon_k100-ai": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-09-21T11:56:23.131277+00:00"
-    },
     "https://modelscope.cn/models/XingChen-AGI/Xing4.0-29B-A4B-GGUF|2026-09-21T03:33:10+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -3366,7 +3297,45 @@
       ],
       "updatedAt": "2026-09-21T12:10:08.567620+00:00"
     },
-    "https://modelscope.cn/models/inceptionai/Jais-2-8B-Chat|2026-08-26T19:43:40+00:00|Iluvatar_bi-150": {
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.394356+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.325940+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.749251+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.492071+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Cambricon_mlu-370-x8": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.808423+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
         "question_answering",
@@ -3377,13 +3346,51 @@
         "vision_classification",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-09-21T11:56:24.466640+00:00"
+      "updatedAt": "2026-09-21T12:25:45.868309+00:00"
     },
-    "https://modelscope.cn/models/inceptionai/Jais-2-8B-Chat|2026-08-26T19:43:40+00:00|Sunrise_pt-200-x1": {
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.428882+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Kunlunxin_p-800": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-09-21T11:56:24.432753+00:00"
+      "updatedAt": "2026-09-21T12:25:45.778694+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.719586+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.359275+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.838618+00:00"
+    },
+    "https://modelscope.cn/models/facebook/OMol25|2026-09-21T12:23:47+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:25:45.461085+00:00"
     },
     "https://modelscope.cn/models/iyangqing/st-image|2026-09-20T08:37:04+00:00|Ascend_910-b3": {
       "taskTypes": [
@@ -6512,6 +6519,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-21T12:24:32.526461+00:00",
+  "taskTreeUpdatedAt": "2026-09-21T12:25:40.406469+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 81720bcf04..85c69b70b5 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -2091,6 +2091,7 @@
 {"batchId": "8bafcb75d1c44e17bf33df9c6eb1b308", "completedAt": "2026-09-21T12:10:32.612386+00:00", "configFingerprint": "3b6ff6a21da290a9b1ca3ac432aa93c3d06a816b4b694cc9a45180f81f107aa5", "configSource": "modelhub_live", "createdAt": "2026-09-21T12:10:24.304537+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c4a11aa60f1540d4a1ee912c55721e37", "lastModified": "2026-09-16T17:02:01+00:00", "modelAddress": "https://modelscope.cn/models/mlx-community/Devstral-Small-2-24B-Instruct-2512-OptiQ-4bit", "reason": null, "reconciledAt": "2026-09-21T12:19:51.095678+00:00", "repoId": "mlx-community/Devstral-Small-2-24B-Instruct-2512-OptiQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Iluvatar_bi-150", "taskId": "5000553", "taskType": "text-generation"}
 {"batchId": "8bafcb75d1c44e17bf33df9c6eb1b308", "completedAt": "2026-09-21T12:10:32.612389+00:00", "configFingerprint": "3b6ff6a21da290a9b1ca3ac432aa93c3d06a816b4b694cc9a45180f81f107aa5", "configSource": "modelhub_live", "createdAt": "2026-09-21T12:10:24.304577+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e92d0f0099ec4a1bbfaa0d06f9cd7ec6", "lastModified": "2026-09-16T17:13:44+00:00", "modelAddress": "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Instruct-4bit", "reason": null, "reconciledAt": "2026-09-21T12:19:51.097908+00:00", "repoId": "mlx-community/LFM2.5-1.2B-Instruct-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Iluvatar_bi-150", "taskId": "5000550", "taskType": "text-generation"}
 {"batchId": "8bafcb75d1c44e17bf33df9c6eb1b308", "completedAt": "2026-09-21T12:10:32.612392+00:00", "configFingerprint": "1b41437401598cde7836ccc25883635c2738b06a5af924b7497b6e747e655b4b", "configSource": "modelhub_live", "createdAt": "2026-09-21T12:10:24.304616+00:00", "framework": "vllm-customized", "intentId": "e05cb29556ab4e878fa5b7f7ee9ba6fe", "lastModified": "2026-09-16T16:39:48+00:00", "modelAddress": "https://modelscope.cn/models/BAAI/RoboBrain2.5-8B-MT", "reason": null, "reconciledAt": "2026-09-21T12:23:24.003849+00:00", "repoId": "BAAI/RoboBrain2.5-8B-MT", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x8", "taskId": "5000548", "taskType": "text-generation"}
+{"batchId": "84093a5315214302a808d0cf9f26c065", "configFingerprint": "1b41437401598cde7836ccc25883635c2738b06a5af924b7497b6e747e655b4b", "configSource": "modelhub_live", "createdAt": "2026-09-21T12:25:49.243062+00:00", "framework": "vllm-customized", "intentId": "633df8c09b3e44578455ef2c18a36fb1", "lastModified": "2026-09-14T19:52:04+00:00", "modelAddress": "https://modelscope.cn/models/mlx-community/gemma-4-e4b-it-OptiQ-4bit", "repoId": "mlx-community/gemma-4-e4b-it-OptiQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x8", "taskType": "text-generation"}
 {"batchId": "81ffde05d8a240e1b109fd37b11d04ee", "completedAt": "2026-09-21T12:09:46.211287+00:00", "configFingerprint": "2e9cebc01b20081f0839fa18fe9ca4f7d059509f235699027201fe328177b304", "configSource": "modelhub_live", "createdAt": "2026-09-21T12:06:14.559672+00:00", "framework": "vllm_fix_tokenizer", "intentId": "ea3e3fb6fcad4b14b62d5deaeaf41d15", "repoId": "LiquidAI/LFM2.5-1.2B-Thinking-MLX-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Sunrise_pt-200-x1", "taskId": null, "taskType": "text-generation"}
 {"batchId": "81ffde05d8a240e1b109fd37b11d04ee", "completedAt": "2026-09-21T12:09:46.211284+00:00", "configFingerprint": "2e9cebc01b20081f0839fa18fe9ca4f7d059509f235699027201fe328177b304", "configSource": "modelhub_live", "createdAt": "2026-09-21T12:06:14.559612+00:00", "framework": "vllm_fix_tokenizer", "intentId": "e91415b541d9406e9ffb97c34067156d", "repoId": "apodex/Apodex-1.1-mini-GPTQ-Int4", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Sunrise_pt-200-x1", "taskId": null, "taskType": "text-generation"}
 {"batchId": "81ffde05d8a240e1b109fd37b11d04ee", "completedAt": "2026-09-21T12:09:46.211281+00:00", "configFingerprint": "2e9cebc01b20081f0839fa18fe9ca4f7d059509f235699027201fe328177b304", "configSource": "modelhub_live", "createdAt": "2026-09-21T12:06:14.559558+00:00", "framework": "vllm_fix_tokenizer", "intentId": "15c1a05a7c834dc8b817978153efb45b", "repoId": "primitive-ai/Nex-N2.5-mini-FP8", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Sunrise_pt-200-x1", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 73e5d5d586..fce24d03c0 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,22 +4,22 @@
     ".modelhub_state/account_capacity.json": "68d2a8390ad022f2ddcd30841f3860c4535387fa64cb46dc7507eb16837e798f",
     ".modelhub_state/architecture_compatibility_blacklist.json": "f89afa45e38ebbd2ec0aba95b39ed8ee78611e673878a11cebcfd1e7b865c6fc",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "bcfafa1e4181f6f8b80ccfadb18132a86b34154c40acd6ca5524141c27539ba7",
-    ".modelhub_state/official_capabilities.json": "7d6519fb77543c61b685895fc221dd55acdc863dbd6d6232ed1631f0911fd56a",
+    ".modelhub_state/market_intelligence.json": "6096a415a8299eba34af8e4cb9fb18df34114f58e6bcd4b70d505759f15ddb05",
+    ".modelhub_state/official_capabilities.json": "74cad9ebdf9b08b70d871c08ac38aec80e735a1ebfb2fd0cb23d2ea1ea665586",
     ".modelhub_state/outcome_checkpoint.json": "a6cadbe5ca3d183cc57cced7d79eb63f6d18d748bac01ceb24369ae22433265c",
     ".modelhub_state/queue_cleanup_latest.json": "f056ed79dc68b93c34c77c843adbb41f111ead8321367e55fb184c2bf909b4b8",
     ".modelhub_state/recent_outcomes.jsonl": "547a04d8d65f244ddfe7587f83edc0672c6530bf217bc4d021930e6c200af0ac",
     ".modelhub_state/recovery_active_tasks.jsonl": "b0dbd2282aa92d8c682e63f3872fd0bb64c33bc6af978f3b8dcbe2557637fc5c",
-    ".modelhub_state/recovery_intents.jsonl": "97d965607aade83cad7a6de059dc1325dbc539ef34155997f590ec439717f409",
+    ".modelhub_state/recovery_intents.jsonl": "536b47840645bba33e30e18438a60ffa1a492fb488ce356fe3d258d1af573a7e",
     ".modelhub_state/routing_intelligence.json": "70102c117314452b6a1c062a39e8ceb56e6025538a6fd9194c7de23de05ae656",
     ".modelhub_state/submission_exclusions.jsonl": "80315f370e9cc3cdadaf390e12573ef887794214779379c50b7b37b7631e8989",
     ".modelhub_state/worker_crashes.jsonl": "07505b69e0b050da5f90f8b046a3069d3e1ca2574ca39896bc7d8a66293167f7",
     "ledger/submissions.jsonl": "031bfb45fd120facde919a99cf6205f3494e2587ae2d2ba7cbc0529c08546c39",
     "outcomes/submissions.jsonl": "3b8b6f434eb4b0428b58c4638069942b5ee8a33061cc6fb9d51b896c0f172220"
   },
-  "generation": 11452,
-  "phase": "cycle",
+  "generation": 11453,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-21T12:24:32.984180+00:00",
+  "updatedAt": "2026-09-21T12:25:49.431707+00:00",
   "writerId": "8b35139af6674067a339a670222d4b67"
 }