diff --git a/examples/Custom-LLM-as-a-Judge.ipynb b/examples/Custom-LLM-as-a-Judge.ipynb
index 894ed0c..98b862c 100644
--- a/examples/Custom-LLM-as-a-Judge.ipynb
+++ b/examples/Custom-LLM-as-a-Judge.ipynb
@@ -499,7 +499,7 @@
     "It looks like the numeric rater scored almost 94% in total. That's not bad, but if 6% of your evals are incorrectly judged, that could make it very hard to trust them. Let's dig into the Braintrust\n",
     "UI to get some insight into what's going on.\n",
     "\n",
-    "![Partial credit](../images/Custom-LLM-as-a-Judge/Partial-Credit.gif)\n",
+    "![Partial credit](../images/Custom-LLM-as-a-Judge-Partial-Credit.gif)\n",
     "\n",
     "It looks like a number of the incorrect answers were scored with numbers between 1 and 10. However, we do not currently have any insight into why the model gave these scores. Let's see if we can\n",
     "fix that next.\n"
@@ -670,11 +670,11 @@
     "It doesn't look like adding reasoning helped the score (in fact, it's half a percent worse). However, if we look at one of the failures, we'll get some insight into\n",
     "what the model was thinking. Here is an example of a hallucinated answer:\n",
     "\n",
-    "![Output](../images/Custom-LLM-as-a-Judge/Output.png)\n",
+    "![Output](../images/Custom-LLM-as-a-Judge-Output.png)\n",
     "\n",
     "And the score along with its reasoning:\n",
     "\n",
-    "![Reasoning](../images/Custom-LLM-as-a-Judge/Reasoning.png)\n"
+    "![Reasoning](../images/Custom-LLM-as-a-Judge-Reasoning.png)\n"
    ]
   },
   {
diff --git a/images/Custom-LLM-as-a-Judge/Output.png b/images/Custom-LLM-as-a-Judge-Output.png
similarity index 100%
rename from images/Custom-LLM-as-a-Judge/Output.png
rename to images/Custom-LLM-as-a-Judge-Output.png
diff --git a/images/Custom-LLM-as-a-Judge/Partial-Credit.gif b/images/Custom-LLM-as-a-Judge-Partial-Credit.gif
similarity index 100%
rename from images/Custom-LLM-as-a-Judge/Partial-Credit.gif
rename to images/Custom-LLM-as-a-Judge-Partial-Credit.gif
diff --git a/images/Custom-LLM-as-a-Judge/Reasoning.png b/images/Custom-LLM-as-a-Judge-Reasoning.png
similarity index 100%
rename from images/Custom-LLM-as-a-Judge/Reasoning.png
rename to images/Custom-LLM-as-a-Judge-Reasoning.png
diff --git a/images/Custom-LLM-as-a-Judge/Classifier.png b/images/Custom-LLM-as-a-Judge/Classifier.png
deleted file mode 100644
index 8326d0e..0000000
Binary files a/images/Custom-LLM-as-a-Judge/Classifier.png and /dev/null differ