diff --git a/.modelhub_state/account_capacity.json b/.modelhub_state/account_capacity.json
index 187563bbfe..92912edb7e 100644
--- a/.modelhub_state/account_capacity.json
+++ b/.modelhub_state/account_capacity.json
@@ -2,43 +2,43 @@
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@@ -46,9 +46,9 @@
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-  "updatedAt": "2026-10-22T03:56:43.457300+00:00",
+  "updatedAt": "2026-10-22T05:10:14.555060+00:00",
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 }
diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index ab4b551d0c..938f2863ec 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -542,7 +542,7 @@
       "taskType": "text-generation"
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-  "generatedAt": "2026-10-22T05:08:05.155324+00:00",
+  "generatedAt": "2026-10-22T05:10:00.084871+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5a1e9373d1..62ceee10b9 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-22T05:08:05.261257+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 355b9a89f5..87e49e5423 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T05:08:05.261257+00:00",
+  "catalogUpdatedAt": "2026-10-22T05:10:47.062840+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-22T05:08:05.261257+00:00",
+  "generatedAt": "2026-10-22T05:11:55.454930+00:00",
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@@ -156,7 +156,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T03:56:37.859937+00:00"
+      "updatedAt": "2026-10-22T05:11:45.094419+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|Ascend_910-b4": {
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@@ -164,20 +164,22 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T03:56:37.752661+00:00"
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-    "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|Iluvatar_bi-150": {
+    "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|Iluvatar_mrv-100": {
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-        "vision_classification",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T03:56:37.957805+00:00"
+      "updatedAt": "2026-10-22T05:11:45.058696+00:00"
+    },
+    "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-22T05:11:45.194065+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|MetaX_c-500": {
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@@ -185,13 +187,7 @@
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-    "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|Sunrise_pt-200-x1": {
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-      "updatedAt": "2026-10-22T03:56:38.068706+00:00"
+      "updatedAt": "2026-10-22T05:11:45.161221+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|hygon_k100-ai": {
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@@ -199,7 +195,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T03:56:37.786850+00:00"
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@@ -207,7 +203,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T03:56:24.496343+00:00"
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@@ -215,20 +211,22 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T03:56:24.383364+00:00"
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     },
-    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Iluvatar_bi-150": {
+    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Iluvatar_mrv-100": {
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-        "vision_classification",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T03:56:24.592613+00:00"
+      "updatedAt": "2026-10-22T05:11:33.959302+00:00"
+    },
+    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-22T05:11:34.095872+00:00"
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     "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|MetaX_c-500": {
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@@ -236,13 +234,7 @@
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-        "text-generation"
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-      "updatedAt": "2026-10-22T03:56:24.655920+00:00"
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     "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|hygon_k100-ai": {
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@@ -250,23 +242,7 @@
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|Ascend_910-b4": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-22T03:58:38.119885+00:00"
+      "updatedAt": "2026-10-22T05:11:33.890921+00:00"
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     "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|Iluvatar_bi-150": {
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@@ -296,38 +272,6 @@
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|hygon_k100-ai": {
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-      "updatedAt": "2026-10-22T03:58:38.169681+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Ascend_910-b3": {
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-      "updatedAt": "2026-10-22T03:58:38.595354+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-22T03:58:38.497829+00:00"
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@@ -356,30 +300,6 @@
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       "updatedAt": "2026-10-22T04:42:47.260348+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|hygon_k100-ai": {
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-      "updatedAt": "2026-10-22T03:58:38.564131+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-22T03:58:38.623994+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_bi-150": {
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@@ -408,22 +328,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-22T03:58:38.664025+00:00"
-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-22T03:58:38.120320+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_bi-150": {
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@@ -452,22 +356,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-22T03:58:38.186803+00:00"
-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-22T03:58:38.120170+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_bi-150": {
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@@ -496,30 +384,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-22T03:58:38.178218+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b3": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-22T03:58:38.673405+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b4": {
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     "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_bi-150": {
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@@ -548,21 +412,52 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|MetaX_c-500": {
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-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|hygon_k100-ai": {
+    "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Ascend_910-b3": {
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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T03:58:38.555673+00:00"
+      "updatedAt": "2026-10-22T05:11:51.060443+00:00"
+    },
+    "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T05:11:50.756524+00:00"
+    },
+    "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T05:11:50.971083+00:00"
+    },
+    "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-22T05:11:51.259874+00:00"
+    },
+    "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T05:11:51.171234+00:00"
+    },
+    "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T05:11:50.862000+00:00"
     },
     "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Ascend_910-b3": {
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@@ -570,7 +465,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T03:56:19.996510+00:00"
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     "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Ascend_910-b4": {
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@@ -578,20 +473,22 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T03:56:19.885083+00:00"
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-      "updatedAt": "2026-10-22T03:56:27.010257+00:00"
-    },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Sunrise_pt-200-x1": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-22T03:56:27.091659+00:00"
+      "updatedAt": "2026-10-22T05:11:35.600115+00:00"
     },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -6447,7 +6263,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T03:56:26.766640+00:00"
+      "updatedAt": "2026-10-22T05:11:35.458865+00:00"
     }
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   "taskTree": [
@@ -7130,6 +6946,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-22T05:08:05.261257+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T05:10:47.062840+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/queue_cleanup_latest.json b/.modelhub_state/queue_cleanup_latest.json
index 390cc361d6..a750a3997f 100644
--- a/.modelhub_state/queue_cleanup_latest.json
+++ b/.modelhub_state/queue_cleanup_latest.json
@@ -159,12 +159,14 @@
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   "recentModelDays": 7,
   "recentModelReserveSlots": 5,
-  "repositorySizeErrors": {},
-  "repositorySizesComplete": 349,
+  "repositorySizeErrors": {
+    "huihui-ai/Huihui-CyberStrike-OffSec-35B-abliterated": "recursive_repository_size_incomplete"
+  },
+  "repositorySizesComplete": 348,
   "skipped": {
-    "fitsKnownCapacity": 1203,
+    "fitsKnownCapacity": 1202,
     "gpuCapacityUnknown": 0,
-    "repositorySizeUnknown": 0
+    "repositorySizeUnknown": 1
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 4a6c441d3b..0a4d4a4137 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
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diff --git a/manifest.json b/manifest.json
index 80d0f41bbd..cc4e04ad68 100644
--- a/manifest.json
+++ b/manifest.json
@@ -1,25 +1,25 @@
 {
   "agentVersion": "2026.09.04.4",
   "checksums": {
-    ".modelhub_state/account_capacity.json": "2653ffd7530911aeeb46bf1f410394936e8077ee24f82f60bfad361f21908408",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "f183d96253210509e81dc3876abb852c1f403c886c0cd11cda7c7b4657c5523d",
+    ".modelhub_state/account_capacity.json": "ad9903385fd545c4e788ff4459333905f0f5c237c7a1859de75f679b8651aa1c",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "9ae3442f4a7dc3179fdb8fff32dfb26e0606b5cd5e31f9dfa86c4a81e7e2b622",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "613c0f9a76b3029054154c76eadfeb45c6ad0d43fced1f1fcab59be9b1fffcc1",
-    ".modelhub_state/official_capabilities.json": "bea7f842fa9568c835234d2fa5b6277b7aa0ab7c127a24fe50b6c9c9896f749e",
+    ".modelhub_state/market_intelligence.json": "ed33314d623c4ac460bb10080f075e2cc900d556088243cacad284fde562bb56",
+    ".modelhub_state/official_capabilities.json": "30c11f8b640d7301d673079b8056d8e801fc5e5881f42cca5b01d12895cae296",
     ".modelhub_state/outcome_checkpoint.json": "97c4fbe61aec5f80b66be83a7905264737750543956528f773ee6ffc7873f191",
-    ".modelhub_state/queue_cleanup_latest.json": "8ef8d4a436c333184a0a73d21937bd22c31b745e43e49a19bad5925152fef5a0",
+    ".modelhub_state/queue_cleanup_latest.json": "68f3c7853ad155fb119feb77e80aebf3857a59e01be950f94b5d45ce48739331",
     ".modelhub_state/recent_outcomes.jsonl": "e8c2881ebe17c305374ff012b5ca50be92562fdb217db2505696e34d041bfa7f",
     ".modelhub_state/recovery_active_tasks.jsonl": "475cc23b7c74a20de9c7f6358bf5ffdcf9620ce9a243078ca860968ed4e24f05",
-    ".modelhub_state/recovery_intents.jsonl": "5d4630c10b1b1d3db87ff9e75786a5b3c65ce42da2911eceae7044a1d7cc633d",
+    ".modelhub_state/recovery_intents.jsonl": "2ddc414bed1db1f02c1cd91e772a58ea9c5d5d4c6672763c2221419dd7143c0b",
     ".modelhub_state/routing_intelligence.json": "769e9ef04af2a570d76a5971a040849a82d26835bdd35901bd1ff282e2cb7870",
     ".modelhub_state/submission_exclusions.jsonl": "e2677e09d968a0c44c65d7c030b9c8ea2c9d39dc378ce302c2a309ab54d600d9",
     ".modelhub_state/worker_crashes.jsonl": "7ec5c580696be9e252968d3b24d3fe50028c3bb63d0549fafeb5a34732dade21",
     "ledger/submissions.jsonl": "8ecec7d4f860824460bc672f8755591cf69d188671a7f51ca813035b6e271bbb",
     "outcomes/submissions.jsonl": "a79e0ce107e537fd217e341d4ae8986208afcb1de64e946b572f1341341fa504"
   },
-  "generation": 28605,
-  "phase": "cycle",
+  "generation": 28606,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-22T05:08:28.171719+00:00",
+  "updatedAt": "2026-10-22T05:11:56.076577+00:00",
   "writerId": "d3d6980b05264495beb8a7e113a1076c"
 }