diff --git a/langgraphics/metadata/models.json b/langgraphics/metadata/models.json
index f95ee1c..324f1d6 100644
--- a/langgraphics/metadata/models.json
+++ b/langgraphics/metadata/models.json
@@ -4561,9 +4561,9 @@
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@@ -4889,9 +4889,9 @@
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@@ -4921,9 +4921,9 @@
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@@ -5928,8 +5928,8 @@
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@@ -8662,10 +8662,10 @@
       "context": 1000000
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-      "cache_write": 6.25
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@@ -10831,9 +10831,9 @@
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@@ -11139,23 +11139,6 @@
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@@ -13446,7 +13429,7 @@
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     "temperature": true,
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+      "output": 40000,
       "context": 1000192
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@@ -13588,6 +13571,23 @@
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+  "kitani/clover-1-150b": {
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+    "tool_call": true,
+    "attachment": true,
+    "temperature": false,
+    "limit": {
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+      "context": 200000,
+      "input": 200000
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+      "output": 0.8,
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+      "cache_write": 0
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+  },
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@@ -15104,10 +15104,10 @@
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+      "output": 0.5,
+      "cache_read": 0.01,
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   "openai/gpt-5.6-luna-pro": {
@@ -24968,9 +24968,9 @@
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@@ -25022,22 +25022,6 @@
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@@ -25070,22 +25054,6 @@
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@@ -25640,13 +25608,13 @@
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@@ -25660,9 +25628,9 @@
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@@ -25940,9 +25908,9 @@
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@@ -25952,13 +25920,13 @@
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     "temperature": true,
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+      "output": 393216,
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@@ -25972,9 +25940,9 @@
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@@ -26275,6 +26243,22 @@
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+  "fireworks/ember-1": {
+    "reasoning": true,
+    "tool_call": true,
+    "attachment": true,
+    "temperature": true,
+    "limit": {
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+      "context": 1048576
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+      "output": 15,
+      "cache_read": 0.3,
+      "cache_write": 0
+    }
+  },
   "mistralai/mistral-nemo": {
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     "tool_call": true,
@@ -26291,6 +26275,22 @@
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     }
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+  "mistralai/devstral-2512": {
+    "reasoning": false,
+    "tool_call": true,
+    "attachment": false,
+    "temperature": true,
+    "limit": {
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+  },
   "mistralai/mistral-medium-3-5": {
     "reasoning": true,
     "tool_call": true,
@@ -26340,6 +26340,22 @@
       "output_audio": 2.3
     }
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+  "mistralai/mistral-large-2512": {
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+    "tool_call": true,
+    "attachment": true,
+    "temperature": true,
+    "limit": {
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+  },
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@@ -26817,7 +26833,7 @@
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@@ -39422,38 +39438,6 @@
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@@ -41241,7 +41225,7 @@
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@@ -41257,7 +41241,7 @@
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@@ -42211,7 +42195,7 @@
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@@ -42467,7 +42451,7 @@
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@@ -43113,7 +43097,7 @@
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+      "output": 65535,
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@@ -51196,9 +51180,9 @@
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@@ -51213,7 +51197,7 @@
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@@ -51228,9 +51212,9 @@
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@@ -51244,9 +51228,41 @@
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+      "cache_read": 0.0045,
+      "cache_write": 0
+    }
+  },
+  "google/deep-research-preview-04-2026": {
+    "reasoning": true,
+    "tool_call": false,
+    "attachment": true,
+    "temperature": false,
+    "limit": {
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+      "cache_write": 0
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+  "google/deep-research-max-preview-04-2026": {
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+    "tool_call": false,
+    "attachment": true,
+    "temperature": false,
+    "limit": {
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@@ -51266,9 +51282,9 @@
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+          "input": 3.2,
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           "tier": {
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@@ -51276,9 +51292,9 @@
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+        "input": 3.2,
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@@ -51420,9 +51436,9 @@
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@@ -51436,8 +51452,8 @@
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@@ -51452,8 +51468,8 @@
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@@ -51468,8 +51484,8 @@
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@@ -51484,8 +51500,8 @@
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@@ -52945,8 +52961,8 @@
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