diff --git a/docs/blog/posts/introducing-structured-outputs.md b/docs/blog/posts/introducing-structured-outputs.md
index 69e688a11..fce761241 100644
--- a/docs/blog/posts/introducing-structured-outputs.md
+++ b/docs/blog/posts/introducing-structured-outputs.md
@@ -117,24 +117,24 @@ with client.beta.chat.completions.stream(
     for event in stream:
         if event.type == "content.delta":
             print(event.snapshot, flush=True, end="\n")
-            # > {"
-            # > {"name
-            # > {"name":"
-            # > {"name":"Jason
-            # > {"name":"Jason","
-            # > {"name":"Jason","age
-            # > {"name":"Jason","age":
-            # > {"name":"Jason","age":25
-            # > {"name":"Jason","age":25}
-            # > {"
-            # > {"name
-            # > {"name":"
-            # > {"name":"Jason
-            # > {"name":"Jason","
-            # > {"name":"Jason","age
-            # > {"name":"Jason","age":
-            # > {"name":"Jason","age":25
-            # > {"name":"Jason","age":25}
+            #>"{"
+            #>"{"name
+            #>"{"name":"
+            #>"{"name":"Jason
+            #>"{"name":"Jason","
+            #>"{"name":"Jason","age
+            #>"{"name":"Jason","age":
+            #>"{"name":"Jason","age":25
+            #>"{"name":"Jason","age":25}
+            #>"{"
+            #>"{"name
+            #>"{"name":"
+            #>"{"name":"Jason
+            #>"{"name":"Jason","
+            #>"{"name":"Jason","age
+            #>"{"name":"Jason","age":
+            #>"{"name":"Jason","age":25
+            #>"{"name":"Jason","age":25}
 
 ### Unpredictable Latency Spikes
 
diff --git a/docs/blog/posts/multimodal-gemini.md b/docs/blog/posts/multimodal-gemini.md
index be2243984..f6b35303f 100644
--- a/docs/blog/posts/multimodal-gemini.md
+++ b/docs/blog/posts/multimodal-gemini.md
@@ -87,21 +87,17 @@ print(resp)
 
     ```python
     Recomendations(
-        chain_of_thought=(
-            "The video recommends visiting Takayama city, in the Hida Region, Gifu Prefecture. "
-            "The video suggests visiting the Miyagawa Morning Market, to try the Sarubobo good luck charms, "
-            "and to enjoy the cookie cup espresso, made by Koma Coffee. Then, the video suggests visiting "
-            "a traditional Japanese Cafe, called Kissako Katsure, and try their matcha and sweets. "
-            "Afterwards, the video suggests to visit the Sanmachi Historic District, where you can find "
-            "local crafts and delicious foods. The video recommends trying Hida Wagyu beef, at the Kin "
-            "no Kotte Ushi shop, or to have a sit-down meal at the Kitchen Hida. Finally, the video "
-            "recommends visiting Shirakawa-go, a World Heritage Site in Gifu Prefecture."
-        ),
-        description=(
-            "This video recommends a number of places to visit in Takayama city, in the Hida Region, Gifu "
+        chain_of_thought="The video recommends visiting Takayama city, in the Hida Region, Gifu Prefecture. \n"
+            "The video suggests visiting the Miyagawa Morning Market, to try the Sarubobo good luck charms, \n"
+            "and to enjoy the cookie cup espresso, made by Koma Coffee. Then, the video suggests visiting \n"
+            "a traditional Japanese Cafe, called Kissako Katsure, and try their matcha and sweets. \n"
+            "Afterwards, the video suggests to visit the Sanmachi Historic District, where you can find \n"
+            "local crafts and delicious foods. The video recommends trying Hida Wagyu beef, at the Kin \n"
+            "no Kotte Ushi shop, or to have a sit-down meal at the Kitchen Hida. Finally, the video \n"
+            "recommends visiting Shirakawa-go, a World Heritage Site in Gifu Prefecture.",
+        description="This video recommends a number of places to visit in Takayama city, in the Hida Region, Gifu "
             "Prefecture. It shows some of the local street food and highlights some of the unique shops and restaurants in "
-            "the area."
-        ),
+            "the area.",
         destinations=[
             TouristDestination(
                 name="Takayama",
diff --git a/docs/blog/posts/version-1.md b/docs/blog/posts/version-1.md
index c1fe6a033..76b9a4570 100644
--- a/docs/blog/posts/version-1.md
+++ b/docs/blog/posts/version-1.md
@@ -77,9 +77,9 @@ client = instructor.from_litellm(litellm.completion)
 
 # all of these will route to the same underlying create function
 # allow you to add instructor to try it out, while easily removing it
-client.create(model="gpt-4", response_model=typing.Type[typing.TypeVar("T")]) -> typing.TypeVar("T")
-client.chat.completions.create(model="gpt-4", response_model=typing.Type[typing.TypeVar("T")]) -> typing.TypeVar("T")
-client.messages.create(model="gpt-4", response_model=typing.Type[typing.TypeVar("T")]) -> typing.TypeVar("T")
+client.create(model="gpt-4", response_model=typing.Type[T]) -> T
+client.chat.completions.create(model="gpt-4", response_model=typing.Type[T]) -> T
+client.messages.create(model="gpt-4", response_model=typing.Type[T]) -> T
 
 ## Type are infered correctly