diff --git a/langgraphics/metadata/models.json b/langgraphics/metadata/models.json
index 75006d8..e7776cf 100644
--- a/langgraphics/metadata/models.json
+++ b/langgraphics/metadata/models.json
@@ -3486,67 +3486,51 @@
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-  "neuralmagic/mistral-nemo-instruct-2407-fp8": {
+  "cortecs/llama-3.3-70b-instruct-fp8-dynamic": {
     "reasoning": false,
     "tool_call": true,
     "attachment": false,
     "temperature": true,
     "limit": {
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-  "cortecs/llama-3.3-70b-instruct-fp8-dynamic": {
+  "google/gemma-3-27b-it": {
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+    "attachment": true,
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-  "google/gemma-3-27b-it": {
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+  "qwen/qwen3.6-27b": {
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     "tool_call": true,
     "attachment": true,
     "temperature": true,
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+      "output": 262140,
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+      "input": 0.285,
+      "output": 2.4,
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@@ -3572,12 +3556,12 @@
     "attachment": true,
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+      "output": 16384,
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       "cache_read": 0,
       "cache_write": 0
     }
@@ -3599,6 +3583,23 @@
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     }
   },
+  "openai/gpt-oss-20b": {
+    "reasoning": true,
+    "tool_call": false,
+    "attachment": false,
+    "temperature": false,
+    "limit": {
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+      "context": 128000,
+      "input": 128000
+    },
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+      "output": 0.15,
+      "cache_read": 0,
+      "cache_write": 0
+    }
+  },
   "intfloat/e5-mistral-7b-instruct": {
     "reasoning": false,
     "tool_call": false,
@@ -5394,23 +5395,6 @@
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-  "openai/gpt-oss-20b": {
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-    "attachment": false,
-    "temperature": false,
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   "openai/gpt-5.1-instant": {
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     "tool_call": true,
@@ -6322,6 +6306,22 @@
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+  "anthropic/claude-3-haiku": {
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+    "tool_call": true,
+    "attachment": true,
+    "temperature": true,
+    "limit": {
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+      "cache_write": 0.3
+    }
+  },
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     "tool_call": true,
@@ -6339,22 +6339,6 @@
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@@ -8137,22 +8121,6 @@
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@@ -16640,13 +16608,13 @@
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     "temperature": true,
     "limit": {
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@@ -20346,7 +20314,7 @@
   "claude-3-haiku-20240307": {
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     "tool_call": true,
-    "attachment": true,
+    "attachment": false,
     "temperature": true,
     "limit": {
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@@ -21242,8 +21210,8 @@
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-      "cache_read": 0.3,
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+      "cache_read": 0,
+      "cache_write": 0
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   "claude-haiku-4-5-free": {
@@ -25076,102 +25044,6 @@
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