diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 45ef6208c5..0e19ef69cc 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,7 +443,7 @@
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-  "generatedAt": "2026-10-13T19:18:10.366919+00:00",
+  "generatedAt": "2026-10-13T19:22:34.254814+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 44f92be807..a2947422a4 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-13T19:18:10.366919+00:00",
+  "catalogUpdatedAt": "2026-10-13T19:22:34.254814+00:00",
   "configuredTaskTypes": [
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-13T19:21:08.551168+00:00",
+  "generatedAt": "2026-10-13T19:26:03.357301+00:00",
   "gpuCatalog": {
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@@ -155,7 +155,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T19:20:35.455473+00:00"
+      "updatedAt": "2026-10-13T19:25:39.704552+00:00"
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@@ -163,7 +163,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T19:20:36.479233+00:00"
+      "updatedAt": "2026-10-13T19:25:41.071262+00:00"
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@@ -171,13 +171,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T19:20:36.561261+00:00"
+      "updatedAt": "2026-10-13T19:25:41.152418+00:00"
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-      "updatedAt": "2026-10-13T19:20:36.658219+00:00"
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@@ -185,14 +185,14 @@
         "text-generation",
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-      "updatedAt": "2026-10-13T19:20:36.352487+00:00"
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         "text-generation",
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-      "updatedAt": "2026-10-13T19:20:36.765167+00:00"
+      "updatedAt": "2026-10-13T19:25:41.358039+00:00"
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@@ -200,7 +200,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T19:20:36.450659+00:00"
+      "updatedAt": "2026-10-13T19:25:40.956286+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|Ascend_910-b3": {
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@@ -208,7 +208,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T19:20:35.576446+00:00"
+      "updatedAt": "2026-10-13T19:25:40.450971+00:00"
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@@ -216,13 +216,13 @@
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-      "updatedAt": "2026-10-13T19:20:35.604100+00:00"
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-      "updatedAt": "2026-10-13T19:20:35.649210+00:00"
+      "updatedAt": "2026-10-13T19:25:40.662700+00:00"
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-      "updatedAt": "2026-10-13T19:20:35.702782+00:00"
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@@ -245,7 +245,7 @@
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-      "updatedAt": "2026-10-13T19:20:35.490538+00:00"
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@@ -261,13 +261,13 @@
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-      "updatedAt": "2026-10-13T19:20:13.764666+00:00"
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-      "updatedAt": "2026-10-13T19:20:13.801706+00:00"
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-      "updatedAt": "2026-10-13T19:20:13.853491+00:00"
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-      "updatedAt": "2026-10-13T19:20:13.564781+00:00"
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@@ -298,7 +298,7 @@
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@@ -306,13 +306,13 @@
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-      "updatedAt": "2026-10-13T19:20:16.264289+00:00"
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-      "updatedAt": "2026-10-13T19:20:16.363808+00:00"
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@@ -320,14 +320,14 @@
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-      "updatedAt": "2026-10-13T19:20:16.449409+00:00"
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-      "updatedAt": "2026-10-13T19:20:16.195414+00:00"
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@@ -343,7 +343,7 @@
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@@ -351,13 +351,13 @@
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-      "updatedAt": "2026-10-13T19:20:13.657543+00:00"
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@@ -365,14 +365,14 @@
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-      "updatedAt": "2026-10-13T19:20:13.794627+00:00"
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@@ -380,28 +380,20 @@
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-      "updatedAt": "2026-10-13T19:20:12.355982+00:00"
+      "updatedAt": "2026-10-13T19:25:23.061533+00:00"
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-      "updatedAt": "2026-10-13T19:20:12.468565+00:00"
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-      "updatedAt": "2026-10-13T19:20:12.565929+00:00"
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@@ -409,7 +401,7 @@
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-      "updatedAt": "2026-10-13T19:20:16.370626+00:00"
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@@ -417,13 +409,13 @@
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-      "updatedAt": "2026-10-13T19:20:16.463415+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-615B-EXL3-3.0bpw|2026-09-08T13:42:07+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-13T19:20:16.500614+00:00"
+      "updatedAt": "2026-10-13T19:25:25.959085+00:00"
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-      "updatedAt": "2026-10-13T19:20:16.558847+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-615B-EXL3-3.0bpw|2026-09-08T13:42:07+00:00|hygon_k100-ai": {
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@@ -446,7 +438,7 @@
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-      "updatedAt": "2026-10-13T19:20:16.271326+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|Ascend_910-b3": {
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@@ -454,7 +446,7 @@
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@@ -462,13 +454,13 @@
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-13T19:20:16.356930+00:00"
+      "updatedAt": "2026-10-13T19:25:26.050381+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-13T19:20:16.456556+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|hygon_k100-ai": {
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@@ -491,7 +483,7 @@
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@@ -499,7 +491,7 @@
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     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|MetaX_c-500": {
       "taskTypes": [
@@ -5731,14 +5731,14 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T19:20:28.255061+00:00"
+      "updatedAt": "2026-10-13T19:25:34.726183+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T19:20:28.755174+00:00"
+      "updatedAt": "2026-10-13T19:25:34.973988+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -5746,7 +5746,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T19:20:28.356992+00:00"
+      "updatedAt": "2026-10-13T19:25:34.767071+00:00"
     }
   },
   "taskTree": [
@@ -6429,6 +6429,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-13T19:18:10.366919+00:00",
+  "taskTreeUpdatedAt": "2026-10-13T19:22:34.254814+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 6bbbe1c42e..e080aed921 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3480,6 +3480,7 @@
 {"batchId": "f3ca411acc254af9b0c6073547ccc96b", "completedAt": "2026-10-13T19:07:11.951904+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:06:03.572957+00:00", "framework": "vllm-mlu", "intentId": "174f409c19364b2d94f14adf7df8efc0", "lastModified": "2026-10-13T18:29:48+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "reason": null, "reconciledAt": "2026-10-13T19:22:31.062537+00:00", "repoId": "LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5517780", "taskType": "text-generation"}
 {"batchId": "2ecc7167712f4ab6a28daa53ade43717", "completedAt": "2026-10-13T19:22:25.316043+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:21:09.781835+00:00", "framework": "vllm_tokenizer_patch", "intentId": "026eab968250457787875972d6dab26f", "lastModified": "2026-10-13T18:27:56+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base", "reason": null, "reconciledAt": "2026-10-13T19:22:31.063387+00:00", "repoId": "LiquidAI/LFM2.5-24B-A2B-Base", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5517950", "taskType": "text-generation"}
 {"batchId": "2ecc7167712f4ab6a28daa53ade43717", "completedAt": "2026-10-13T19:22:25.316057+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:21:09.781934+00:00", "framework": "vllm_tokenizer_patch", "intentId": "865b5ed077414589b8ae184c9bff0c27", "lastModified": "2026-10-13T18:39:46+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-8bit", "reason": null, "reconciledAt": "2026-10-13T19:22:31.062983+00:00", "repoId": "LiquidAI/LFM2.5-24B-A2B-MLX-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5517949", "taskType": "text-generation"}
+{"batchId": "75719388272240b9b97c3acc27825aa0", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:26:04.358155+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d5c310872db8465aa0087dabb8385e21", "lastModified": "2026-10-13T18:29:48+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "repoId": "LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "64ef2259965a4a47875e42e124456e7a", "completedAt": "2026-10-10T08:22:29.829255+00:00", "configFingerprint": "014e4c7848d2739d8b20b385d6b85827a2fc5723d3b5a17c03afbd67c56275d9", "configSource": "modelhub_live", "createdAt": "2026-10-10T08:19:42.281118+00:00", "framework": "llamacpp", "intentId": "1c4c57e0fcb04deda8bccda4d928eff0", "repoId": "GnLOLot/MiniCPM5-2B-Claude-Fable5-1-Thinking-Agentic-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "uniqueness_rejected", "targetGpu": "Iluvatar_bi-150", "taskId": null, "taskType": "text-generation"}
 {"batchId": "04247231908a4293bb90fcfb6ceb1b21", "completedAt": "2026-10-10T03:37:10.311161+00:00", "configFingerprint": "41b32e99f4cd3b280f48beb66666c48e543570dbfdee61682247438440dae4f3", "configSource": "modelhub_live", "createdAt": "2026-10-10T03:35:16.235834+00:00", "framework": "llamacpp", "intentId": "7ec4fc2708014d83955beed36401eb73", "repoId": "GnLOLot/MiniCPM5-2B-Claude-Fable5-1-Thinking-Agentic-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "uniqueness_rejected", "targetGpu": "Mthreads_s4000", "taskId": null, "taskType": "text-generation"}
 {"batchId": "defc40efc99547dea797f26d6a4c1a65", "completedAt": "2026-10-10T03:33:51.337890+00:00", "configFingerprint": "b6b49b497726342799df1608aa88399dc2d2712f97d7f1eb9fbc89c5b78f2c4c", "configSource": "modelhub_live", "createdAt": "2026-10-10T03:32:02.289053+00:00", "framework": "llamacpp", "intentId": "4dc3d20711774633bcaa193b5c6032ab", "repoId": "GnLOLot/MiniCPM5-2B-Claude-Fable5-1-Thinking-Agentic-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "uniqueness_rejected", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index ee25957bc6..49f43de745 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,22 +4,22 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "e3ea7afe417109397e227af9796c95c8240d7e233adf41d727c06712bf923386",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "60ce3486793e432e750af64819cbdbdce338cf9a5b4ed558083240baf2649bda",
-    ".modelhub_state/official_capabilities.json": "77b97499cbda424bbde90843e1550ded6e61b828f713448c7183b6d2db93ea89",
+    ".modelhub_state/market_intelligence.json": "60389d5601fece4a7f4cbd606765176621ca45a66adeb8790b0607d26f73370b",
+    ".modelhub_state/official_capabilities.json": "a08f1c235cd4248182beaeefd74446e08e10857de60e676ee0e87dbe900a9f01",
     ".modelhub_state/outcome_checkpoint.json": "72b99c109f4da34b218744b72491d71e7b9e2a4262d46131170a6be6b7bbc8ce",
     ".modelhub_state/queue_cleanup_latest.json": "a853c3ecd05b6eb13dc78028071c981c78c9adf73c9831a523b9562a8bdb1610",
     ".modelhub_state/recent_outcomes.jsonl": "d5f3321c7c835be11fc790c6b04936eee563f577da3818cfa5dc8aa7c8332239",
     ".modelhub_state/recovery_active_tasks.jsonl": "26bab7e0a51fc793ddcecfa02e847df391adeced3d9d1d6794fff1e469f4b724",
-    ".modelhub_state/recovery_intents.jsonl": "ff926ab8918ed382706d4fbaa21626e8a03bab97c592a13a68be67fc87ed7534",
+    ".modelhub_state/recovery_intents.jsonl": "d8aee1380fd672222b542a813d1ae345fdbe9f8840d9df719e309b317fbcd804",
     ".modelhub_state/routing_intelligence.json": "197281294fddd310546dea272fe9ecbb9eedc585eb2fa4e0f99796533451274d",
     ".modelhub_state/submission_exclusions.jsonl": "660ad77b924d3b0cc76f46aacd1f91a924d13a02bc68057eb5a964647441283b",
     ".modelhub_state/worker_crashes.jsonl": "a6b56caed5c7afeb803f8701393cf4660f7e9799eb5ff84af826a142e16d9b00",
     "ledger/submissions.jsonl": "829f367c580cfd520bcbd71a0054fc6c4a6f29bd936a4e659b75eb3baf793897",
     "outcomes/submissions.jsonl": "7ebcd076d023f797f3afadcc172ca59a636e2b7bdf7e755512fc571772140c7f"
   },
-  "generation": 24382,
-  "phase": "cycle",
+  "generation": 24383,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-13T19:22:31.229776+00:00",
+  "updatedAt": "2026-10-13T19:26:04.582617+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }