diff --git a/ell-studio/src/components/LMPDetailsSidePanel.js b/ell-studio/src/components/LMPDetailsSidePanel.js
index 2820845c..9c4f2660 100644
--- a/ell-studio/src/components/LMPDetailsSidePanel.js
+++ b/ell-studio/src/components/LMPDetailsSidePanel.js
@@ -19,6 +19,7 @@ function StatItem({ icon: Icon, label, value }) {
 }
 
 function LMPDetailsSidePanel({ lmp, uses, versionHistory }) {
+  // TODO: update this for all versions aswell..
   const { data: invocations } = useInvocationsFromLMP(lmp.name, lmp.lmp_id, 0, 100);
 
   const chartData = useMemo(() => {
diff --git a/examples/quick_chat.py b/examples/quick_chat.py
index fac2a0a7..c3fe0da3 100644
--- a/examples/quick_chat.py
+++ b/examples/quick_chat.py
@@ -19,7 +19,7 @@
 
 
 
-@ell.lm(model="gpt-4o-mini", temperature=1.0)
+@ell.lm(model="gpt-4o-2024-08-06", temperature=1.0)
 def create_personality() -> str:
     """You are backstoryGPT. You come up with a backstory for a character incljuding name. Choose a completely random name from the list. Format as follows.
 
@@ -32,7 +32,7 @@ def create_personality() -> str:
 def format_message_history(message_history : List[Tuple[str, str]]) -> str:
     return "\n".join([f"{name}: {message}" for name, message in message_history])
 
-@ell.lm(model="gpt-4o-mini", temperature=0.3, max_tokens=20)
+@ell.lm(model="gpt-4o-2024-08-06", temperature=0.3, max_tokens=20)
 def chat(message_history : List[Tuple[str, str]], *, personality : str):
 
         return [
diff --git a/src/ell/models/openai.py b/src/ell/models/openai.py
index d371298f..00c67f6a 100644
--- a/src/ell/models/openai.py
+++ b/src/ell/models/openai.py
@@ -11,6 +11,7 @@ def register_openai_models(client : openai.Client):
     config.register_model("gpt-3.5-turbo", client)
     config.register_model("gpt-4-turbo", client)
     config.register_model("gpt-4", client)
+    config.register_model("gpt-4o-2024-08-06", client)