diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index e19bb19f9b..bc47b08c6f 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -830,27 +830,6 @@
       "targetGpu": "Kunlunxin_p-800",
       "taskType": "text-generation"
     },
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-      "architectures": [
-        "spark2_5forcausallm"
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-      "evidenceCount": 1,
-      "expiresAt": "2026-10-21T04:55:59.063595+00:00",
-      "framework": "vllm",
-      "latestFailureAt": "2026-09-21T04:55:59.063595+00:00",
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-      "matchType": "architectures",
-      "modelType": null,
-      "sourceModelIds": [
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-      "sourceTaskIds": [
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-      "targetGpu": "Kunlunxin_p-800",
-      "taskType": "text-generation"
-    },
     "kunlunxin_p-800|vllm|text-generation|model_type:lfm2_moe": {
       "architectureSignature": "model_type:lfm2_moe",
       "architectures": [],
@@ -889,25 +868,6 @@
       "targetGpu": "Kunlunxin_p-800",
       "taskType": "text-generation"
     },
-    "kunlunxin_p-800|vllm|text-generation|model_type:nemotron_h": {
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-      "expiresAt": "2026-10-21T04:55:59.067045+00:00",
-      "framework": "vllm",
-      "latestFailureAt": "2026-09-21T04:55:59.067045+00:00",
-      "latestSuccessfulAt": null,
-      "matchType": "model_type",
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-      "sourceModelIds": [
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-      "sourceTaskIds": [
-        "4994201"
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-      "targetGpu": "Kunlunxin_p-800",
-      "taskType": "text-generation"
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     "kunlunxin_p-800|vllm|text-generation|model_type:zaya": {
       "architectureSignature": "model_type:zaya",
       "architectures": [],
@@ -1132,9 +1092,9 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-21T04:54:46.562743+00:00",
+  "generatedAt": "2026-10-21T04:56:40.481887+00:00",
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+    "activeBlockCount": 53,
     "byGpuFramework": {
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@@ -1149,7 +1109,7 @@
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+      "Kunlunxin_p-800|vllm": 4,
       "Kunlunxin_p-800|vllm_tokenizer_patch": 3,
       "MetaX_c-500|vllm": 1,
       "MetaX_c-500|vllm_tokenizer_patch": 4,
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index c9487bf043..6953365f7f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -423,7 +423,7 @@
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-  "generatedAt": "2026-10-21T04:54:46.675281+00:00",
+  "generatedAt": "2026-10-21T04:56:40.618240+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 97a5a38a60..0f65bc3750 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T04:54:46.675281+00:00",
+  "catalogUpdatedAt": "2026-10-21T04:56:40.618240+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-21T04:55:01.874919+00:00",
+  "generatedAt": "2026-10-21T04:56:57.305056+00:00",
   "gpuCatalog": {
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@@ -156,7 +156,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:53:00.491170+00:00"
+      "updatedAt": "2026-10-21T04:56:48.475465+00:00"
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@@ -164,7 +164,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:53:00.443535+00:00"
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@@ -172,7 +172,7 @@
         "text-to-image-generation",
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@@ -189,7 +189,7 @@
         "text-generation",
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@@ -197,7 +197,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:53:00.546685+00:00"
+      "updatedAt": "2026-10-21T04:56:48.579686+00:00"
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@@ -221,7 +221,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T04:52:57.208215+00:00"
+      "updatedAt": "2026-10-21T04:56:44.785516+00:00"
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     "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Iluvatar_mrv-100": {
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@@ -254,7 +254,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T04:53:06.786263+00:00"
+      "updatedAt": "2026-10-21T04:56:55.564363+00:00"
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     "https://modelscope.cn/models/AtomicChat/Beam-1.0-501B-A23B-GGUF|2026-10-17T07:00:49+00:00|Ascend_910-b4": {
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@@ -270,7 +270,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:53:06.823601+00:00"
+      "updatedAt": "2026-10-21T04:56:55.622736+00:00"
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     "https://modelscope.cn/models/AtomicChat/Beam-1.0-501B-A23B-GGUF|2026-10-17T07:00:49+00:00|Iluvatar_mrv-100": {
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@@ -297,70 +297,13 @@
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|Ascend_910-b4": {
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|Iluvatar_mrv-100": {
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|hygon_k100-ai": {
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-      "updatedAt": "2026-10-21T04:54:48.281427+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Ascend_910-b3": {
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-      "updatedAt": "2026-10-21T04:54:48.171165+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Ascend_910-b4": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:54:47.995344+00:00"
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@@ -368,32 +311,7 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Iluvatar_mrv-100": {
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-      "updatedAt": "2026-10-21T04:54:48.081732+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-21T04:54:48.368016+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|hygon_k100-ai": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:54:48.259833+00:00"
+      "updatedAt": "2026-10-21T04:56:43.118996+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Ascend_910-b3": {
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@@ -401,7 +319,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T04:53:02.022026+00:00"
+      "updatedAt": "2026-10-21T04:56:49.889113+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Ascend_910-b4": {
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@@ -409,7 +327,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:53:01.966279+00:00"
+      "updatedAt": "2026-10-21T04:56:49.819401+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Cambricon_mlu-370-x8": {
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@@ -417,7 +335,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T04:53:02.145355+00:00"
+      "updatedAt": "2026-10-21T04:56:50.013749+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Iluvatar_mrv-100": {
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@@ -434,7 +352,7 @@
         "text-generation",
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-      "updatedAt": "2026-10-21T04:53:02.186261+00:00"
+      "updatedAt": "2026-10-21T04:56:50.073678+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|hygon_k100-ai": {
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@@ -442,23 +360,7 @@
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-      "updatedAt": "2026-10-21T04:53:02.061806+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-b3": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:54:48.567860+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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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:54:48.354423+00:00"
+      "updatedAt": "2026-10-21T04:56:49.964507+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|Cambricon_mlu-370-x8": {
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@@ -466,32 +368,7 @@
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-    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Iluvatar_mrv-100": {
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-    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-21T04:54:48.780563+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|hygon_k100-ai": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T04:54:48.651907+00:00"
+      "updatedAt": "2026-10-21T04:56:43.326514+00:00"
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     "https://modelscope.cn/models/DavidAU/LFM2.5-2.6B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUF|2026-10-18T14:39:44+00:00|Cambricon_mlu-370-x8": {
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@@ -499,7 +376,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T04:53:05.272064+00:00"
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@@ -516,31 +393,13 @@
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     "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|Cambricon_mlu-370-x8": {
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-      "updatedAt": "2026-10-21T04:54:48.073113+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|Ascend_910-b3": {
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@@ -548,7 +407,7 @@
         "text-to-image-generation",
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@@ -556,7 +415,7 @@
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@@ -564,7 +423,7 @@
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@@ -1441,7 +1757,7 @@
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index af8af3bcd6..71a73c3af8 100644
--- a/.modelhub_state/recovery_intents.jsonl
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 {"batchId": "99c18502dbbd41989ed0e14b6fb10d38", "completedAt": "2026-10-21T04:55:04.973207+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T04:55:02.173717+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a273818daeee4ff18e8280001a7aaf6a", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 4302c2373f..640707a8b4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "030663f1d804e2cce5a64acea1cc372819aa0ecf9929aab0c4f1b6065417a8e4",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "1214edb2711350697aed48fe032f0cf0d7ee705c2e9efcb409c66c5f4711f956",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "7b66cbdf97d56b7754189b90b62d7960481b2b0ecce11c9bb9b68500460f80a0",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "2b7bdfee83c99a778dcaa7e96d788841e204adb32c22bda872de363160f99dd2",
-    ".modelhub_state/official_capabilities.json": "a434998be6fcb96c97106ddde250d9fdf4067854813c38130c90e42d32fc0e41",
+    ".modelhub_state/market_intelligence.json": "9ea60a571ebfc27e55df482dc48affc5c39d8a6c2e62b8b4eac4cf55ed9a687f",
+    ".modelhub_state/official_capabilities.json": "6be63af99b1117487a10a3eb69739bef8be1961e76805d97e7099fc3c9f0c956",
     ".modelhub_state/outcome_checkpoint.json": "106688cecfd76ad2c216d669a1ec09304fbe98b21cca47b790eb06af6563b178",
     ".modelhub_state/queue_cleanup_latest.json": "874671e24528685c73ca31b0d1cb968857dce8f5b9049fc170a4405e8939d9a6",
     ".modelhub_state/recent_outcomes.jsonl": "5b6ac5eccd495438eb812dc3daa7199aa79287602bccb49a7868daeffe37f4aa",
     ".modelhub_state/recovery_active_tasks.jsonl": "be0077796dea856edb23d2faaed53a256311f2c1dcc753dcf83d281e95e4e483",
-    ".modelhub_state/recovery_intents.jsonl": "317d45dc58948a1e7e206be71789c152b82384c43d30db50c521766fbcb46b5d",
+    ".modelhub_state/recovery_intents.jsonl": "3bb012eab8a2f45a486b1271a34caf0683a1a077dcdeedd18cec614a7be34ea3",
     ".modelhub_state/routing_intelligence.json": "683ebeab4acaa4df9c171f581ff084d22a14a89e76423a159363679eb8d450b1",
     ".modelhub_state/submission_exclusions.jsonl": "f96be3d2e5cf9fdae647b185e26425249424c554bb672dfdaac69f445643da8d",
     ".modelhub_state/worker_crashes.jsonl": "75c8a6c5605f99dfe3e7d27ff6e9c6d730e1ee3a5016c812ed5cc3137a98684c",
     "ledger/submissions.jsonl": "a80a396297ce4fd0fbcf69088b16e65a36ad797bcc4cf3c5bab97e434b36fdf7",
     "outcomes/submissions.jsonl": "63d04de8183dceb85a99e594c3c1cb2b915a502032a25492e52fbab64193c872"
   },
-  "generation": 26160,
-  "phase": "cycle",
+  "generation": 26161,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-21T04:55:08.119793+00:00",
+  "updatedAt": "2026-10-21T04:56:57.749065+00:00",
   "writerId": "eca444bc9fdf4bc89c9cfc2f8a9a6ac1"
 }