diff --git a/docs/assets/images/favicon.png b/docs/assets/images/favicon.png
new file mode 100644
index 0000000..ce932e8
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diff --git a/docs/assets/images/panel-logo.png b/docs/assets/images/panel-logo.png
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diff --git a/docs/index.md b/docs/index.md
index 4e65f48..0d56227 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,5 +1,5 @@
 
-# Examples
+# Panel Chat Examples
 
 To run all of these examples locally:
 
@@ -10,9 +10,11 @@ pip install hatch
 hatch run panel-serve
 ```
 
-Note the default installation is not optimized for GPU usage. To enable GPU support for local
-models (i.e. not OpenAI), install `ctransformers` with the proper backend and modify the
-scripts configs' accordingly, e.g. `n_gpu_layers=1` for a single GPU.
+!!! note
+    Note the default installation is not optimized for GPU usage. To **enable
+    GPU support** for local models (i.e. not OpenAI), install `ctransformers`
+    with the proper backend and modify the
+    scripts configs' accordingly, e.g. `n_gpu_layers=1` for a single GPU.
 
 ## Basics
 
@@ -56,9 +58,11 @@ chat_interface.servable()
 
 ### Echo Stream
 
-Demonstrates how to use the `ChatInterface` and a `callback` function to stream back responses.
+Demonstrates how to use the `ChatInterface` and a `callback` function to stream back
+responses.
 
-The chatbot Assistant echoes back the message entered by the User in a *streaming* fashion.
+The chatbot Assistant echoes back the message entered by the User in a *streaming*
+fashion.
 
 [<img src="assets/thumbnails/echo_stream.png" alt="Echo Stream" style="max-height: 400px; max-width: 100%;">](examples/basics/echo_stream.py)
 
@@ -66,9 +70,11 @@ The chatbot Assistant echoes back the message entered by the User in a *streamin
 <summary>Source code for <a href='examples/basics/echo_stream.py' target='_blank'>echo_stream.py</a></summary>
 ```python
 """
-Demonstrates how to use the `ChatInterface` and a `callback` function to stream back responses.
+Demonstrates how to use the `ChatInterface` and a `callback` function to stream back
+responses.
 
-The chatbot Assistant echoes back the message entered by the User in a *streaming* fashion.
+The chatbot Assistant echoes back the message entered by the User in a *streaming*
+fashion.
 """
 
 
@@ -466,7 +472,8 @@ MODEL_KWARGS = {
 }
 llm_chains = {}
 
-TEMPLATE = """<s>[INST] You are a friendly chat bot who's willing to help answer the user:
+TEMPLATE = """<s>[INST] You are a friendly chat bot who's willing to help answer the
+user:
 {user_input} [/INST] </s>
 """
 
diff --git a/mkdocs.yml b/mkdocs.yml
index c941694..06bbeeb 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -1,18 +1,19 @@
 site_name: Panel Chat Examples
-site_description: Example recipes for Panel ChatInterface.
+site_description: Example recipes for Panel Chat Components
 
 repo_url: https://github.com/holoviz-topics/panel-chat-examples
 repo_name: holoviz-topics/panel-chat-examples
 
 theme:
     name: material
-    icon:
-        logo: material/library
+    logo: 'assets/images/panel-logo.png'
+    features:
+        - content.copy.code
     palette:
         # Palette toggle for light mode
         - media: "(prefers-color-scheme: light)"
           scheme: default
-          primary: grey
+          primary: white
           accent: blue
           toggle:
             icon: material/brightness-7
@@ -21,7 +22,7 @@ theme:
         # Palette toggle for dark mode
         - media: "(prefers-color-scheme: dark)"
           scheme: slate
-          primary: grey
+          primary: black
           accent: blue
           toggle:
             icon: material/brightness-4
@@ -37,6 +38,7 @@ markdown_extensions:
     - pymdownx.inlinehilite
     - pymdownx.snippets
     - pymdownx.superfences
+    - admonition
 
 plugins:
     - search
@@ -53,4 +55,4 @@ watch:
     - panel_chat_examples
 
 nav:
-    - Examples: index.md
+    - Panel Chat Examples: index.md
diff --git a/scripts/generate_gallery.py b/scripts/generate_gallery.py
index 143e257..51338f4 100644
--- a/scripts/generate_gallery.py
+++ b/scripts/generate_gallery.py
@@ -21,7 +21,7 @@ def run():
 
     text = dedent(
         """
-        # Examples
+        # Panel Chat Examples
 
         To run all of these examples locally:
         
@@ -33,10 +33,11 @@ def run():
         hatch run panel-serve
         ```
 
-        Note the default installation is not optimized for GPU usage. To enable GPU
-        support for local models (i.e. not OpenAI), install `ctransformers` with the
-        proper backend and modify the scripts configs' accordingly, e.g.
-        `n_gpu_layers=1` for a single GPU.
+        !!! note
+            Note the default installation is not optimized for GPU usage. To **enable
+            GPU support** for local models (i.e. not OpenAI), install `ctransformers`
+            with the proper backend and modify the
+            scripts configs' accordingly, e.g. `n_gpu_layers=1` for a single GPU.
         """
     )
     for folder in sorted(EXAMPLES_PATH.glob("**/"), key=lambda folder: folder.name):