diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index ed48d57f73..8d18cacd9e 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,7 +434,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-06T23:35:12.288326+00:00",
+  "generatedAt": "2026-10-06T23:37:25.659381+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e67a8a63b5..4721e21ded 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-06T23:35:12.288326+00:00",
+  "catalogUpdatedAt": "2026-10-06T23:37:25.659381+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-06T23:35:12.666808+00:00",
+  "generatedAt": "2026-10-06T23:37:26.003649+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -1305,6 +1305,13 @@
       ],
       "updatedAt": "2026-10-06T23:35:12.543793+00:00"
     },
+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-l-fixed-pln5|2026-10-06T14:51:22+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-06T23:37:26.003649+00:00"
+    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-l-fixed-r5|2026-10-06T14:52:33+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -2052,14 +2059,6 @@
       ],
       "updatedAt": "2026-10-06T22:44:00.956387+00:00"
     },
-    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-s-orthoinj|2026-10-06T14:49:03+00:00|MetaX_c-500": {
-      "taskTypes": [
-        "feature_emb",
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-06T22:44:00.672252+00:00"
-    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-s-orthoinj|2026-10-06T14:49:03+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -6445,6 +6444,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-06T23:35:12.288326+00:00",
+  "taskTreeUpdatedAt": "2026-10-06T23:37:25.659381+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index d2185dc248..076a26333f 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3079,6 +3079,7 @@
 {"batchId": "a91a4ee4281f4467978d05b2ba17cdc5", "completedAt": "2026-10-06T23:02:15.431214+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-06T23:00:24.091971+00:00", "framework": "vllm_fix_tokenizer", "intentId": "472678ba48924d0ea3b8f851b9f62301", "lastModified": "2026-10-06T18:50:08+00:00", "modelAddress": "https://modelscope.cn/models/groxaxo/Hemmingway-1-oQ5-MLX", "reason": null, "reconciledAt": "2026-10-06T23:35:17.783955+00:00", "repoId": "groxaxo/Hemmingway-1-oQ5-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5343527", "taskType": "text-generation"}
 {"batchId": "a8225cae5f6c419db58914d376649321", "completedAt": "2026-10-06T23:17:07.433875+00:00", "configFingerprint": "0d5bc82787a89d4313672808d1a8629a1fc675c91aa6a08865f770aa24447fbc", "configSource": "modelhub_live", "createdAt": "2026-10-06T23:17:04.383975+00:00", "framework": "vllm-patch-tokenizer", "intentId": "e29025e230214cb2829dd3fdf1da7ed6", "lastModified": "2026-10-06T18:50:08+00:00", "modelAddress": "https://modelscope.cn/models/groxaxo/Hemmingway-1-oQ5-MLX", "reason": null, "reconciledAt": "2026-10-06T23:35:17.778852+00:00", "repoId": "groxaxo/Hemmingway-1-oQ5-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "hygon_k100-ai", "taskId": "5343702", "taskType": "text-generation"}
 {"batchId": "de9392aa3cad46f08d6c08b0779c8e73", "completedAt": "2026-10-06T23:21:10.024972+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-06T23:21:06.338154+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6a541a5852394d0dad81fb5134482f50", "lastModified": "2026-10-06T18:50:08+00:00", "modelAddress": "https://modelscope.cn/models/groxaxo/Hemmingway-1-oQ5-MLX", "reason": null, "reconciledAt": "2026-10-06T23:35:17.784277+00:00", "repoId": "groxaxo/Hemmingway-1-oQ5-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Biren_166m", "taskId": "5343725", "taskType": "text-generation"}
+{"batchId": "71c292e2e5bc411881adc1bd35d3ef95", "configFingerprint": "71d6e16091ba0289f01acffc8e39bb8c25703488dc49b9e390e08951fe1f2b33", "configSource": "modelhub_live", "createdAt": "2026-10-06T23:37:26.813719+00:00", "framework": "vllm", "intentId": "770e1c9fe5834a99825d448ffad1cc5f", "lastModified": "2026-10-06T18:50:08+00:00", "modelAddress": "https://modelscope.cn/models/groxaxo/Hemmingway-1-oQ5-MLX", "repoId": "groxaxo/Hemmingway-1-oQ5-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Iluvatar_mrv-100", "taskType": "text-generation"}
 {"batchId": "153072dc168045a58caf7feef74f43a8", "completedAt": "2026-10-06T22:40:43.441060+00:00", "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configSource": "modelhub_live", "createdAt": "2026-10-06T21:54:52.534839+00:00", "framework": "vllm", "intentId": "ec9a90f95f8f46a48656c4c390bfb22b", "repoId": "nkkbr/Mini-K3-1H-attn-2kda-2mla-nope-v2", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Mthreads_s4000", "taskId": null, "taskType": "text-generation"}
 {"batchId": "153072dc168045a58caf7feef74f43a8", "completedAt": "2026-10-06T22:40:43.441057+00:00", "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configSource": "modelhub_live", "createdAt": "2026-10-06T21:54:52.534783+00:00", "framework": "vllm", "intentId": "2af91de02d6540dc9930d91a43ba4aaa", "repoId": "nkkbr/Mini-K3-1H-attn-1kda-3mla-nope-v2", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Mthreads_s4000", "taskId": null, "taskType": "text-generation"}
 {"batchId": "153072dc168045a58caf7feef74f43a8", "completedAt": "2026-10-06T22:40:43.441054+00:00", "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configSource": "modelhub_live", "createdAt": "2026-10-06T21:54:52.534726+00:00", "framework": "vllm", "intentId": "856f122a8ddc47d981fa17af35de51c4", "repoId": "danish-foundation-models/DFM-Mimir-v1.5", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Mthreads_s4000", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 12cd2a5679..082a059267 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,22 +4,22 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "b4db198973e3f0ef47d6b0844c24e4bbab71e627134037547f239c960ac7cfc9",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "7fb9862b015a69baa1163d811a4492d21b977e2c9088fd33ca2171892d601d96",
-    ".modelhub_state/official_capabilities.json": "b7856e5251081ded023a348935cc249c98469b9a9e8f5a5c948d8a7fbba41872",
+    ".modelhub_state/market_intelligence.json": "60f34d4b5cf1395128b9b67768c5278ac460df9c9d8bbadb07130eeb31aefdef",
+    ".modelhub_state/official_capabilities.json": "e7451a87ac4a512e72472ee68fde7ef7470e713197b52e6de21fa5d3a2c809c7",
     ".modelhub_state/outcome_checkpoint.json": "ae1d506ad0b99813a80c6f4c79f2ac63b1b2e53fe33ce526a29b23e2b1522ed4",
     ".modelhub_state/queue_cleanup_latest.json": "811650bde1021c3ae4227111e561fcae79b8445c1c6034885200e4ffbf955099",
     ".modelhub_state/recent_outcomes.jsonl": "4a4250a6ef15d95503aa4f24be053821f3f4fa20018d122db3dc175d621fbe08",
     ".modelhub_state/recovery_active_tasks.jsonl": "9b6cc3fe2562294881581742deb72513c0cc0a17702cc890bf176519d5221001",
-    ".modelhub_state/recovery_intents.jsonl": "69b386869fa25a87b86960ed83541135e89d9b04bd6ed71b03cbb79f14911b4f",
+    ".modelhub_state/recovery_intents.jsonl": "c6bf93c557feb01f7387a9be445430929b6b4816b644129fcbe2fce6fd4ad7f1",
     ".modelhub_state/routing_intelligence.json": "9b646e2e89c87c292a86549a9b08f7d460fca35c575c5473290c4d5e06262380",
     ".modelhub_state/submission_exclusions.jsonl": "43b628022463d9d87ea16d9daf4f7ef224ee1ed83550feb9eaa30a59a885b4a5",
     ".modelhub_state/worker_crashes.jsonl": "b321ea3648ae6b322601ed30ef8c3b1da0f13612af1bde3a64b0d41dc18a7b9f",
     "ledger/submissions.jsonl": "06ed61449ad7d7ebf5f47f68d2789e137dd37687f9619a367defffadc5c3c8da",
     "outcomes/submissions.jsonl": "f18b124eafa18cba09552b59dc9d843dcbfc3e6266c0f85965082a6354009d5e"
   },
-  "generation": 21596,
-  "phase": "cycle",
+  "generation": 21597,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-06T23:35:17.993267+00:00",
+  "updatedAt": "2026-10-06T23:37:26.980841+00:00",
   "writerId": "33ed03361c5848e88b8ce6204fb4f7d2"
 }