diff --git a/docs/api-reference/types.md b/docs/api-reference/types.md
index 6add8cbf..2dc4a106 100644
--- a/docs/api-reference/types.md
+++ b/docs/api-reference/types.md
@@ -19,7 +19,7 @@
       heading_level: 2
 ::: strands.types.session
     options:
-      heading_level: 2 
+      heading_level: 2
 ::: strands.types.streaming
     options:
       heading_level: 2
diff --git a/docs/assets/logo-auto.svg b/docs/assets/logo-auto.svg
index e21aec72..c538fcf4 100644
--- a/docs/assets/logo-auto.svg
+++ b/docs/assets/logo-auto.svg
@@ -3,12 +3,12 @@
   path#logo_black_grey {
   	fill: #989898;
   }
-  path#logo_opacity { display:none; visibiility:hidden; }
+  path#logo_opacity { display:none; visibility:hidden; }
 
   @media (prefers-color-scheme: dark) {
     path#logo_black_grey { fill: #0E0E0E; }
 
-    path#logo_opacity { display:inline; visibiility:unset; }
+    path#logo_opacity { display:inline; visibility:unset; }
   }
 </style>
 <path id="logo_black_grey" d="M97.2902 52.7884C85.0674 49.1667 72.2234 56.1389 68.6017 68.3616C64.9801 80.5843 71.9524 93.4283 84.1749 97.0501L235.117 139.775C245.223 142.769 246.357 156.628 236.874 161.226L32.546 260.291C-14.9439 283.316 -9.16107 352.74 41.4835 367.591L189.551 411.009L190.125 411.169C202.183 414.376 214.665 407.396 218.196 395.355C221.784 383.122 214.774 370.296 202.541 366.709L54.4738 323.291C44.3447 320.321 43.1879 306.436 52.6857 301.831L257.014 202.766C304.432 179.776 298.758 110.483 248.233 95.512L97.2902 52.7884Z" fill="#989898"/>
diff --git a/docs/examples/python/multimodal.py b/docs/examples/python/multimodal.py
index 99af7a3d..385bb20e 100644
--- a/docs/examples/python/multimodal.py
+++ b/docs/examples/python/multimodal.py
@@ -2,17 +2,17 @@
 from strands_tools import generate_image, image_reader
 
 
-artist = Agent(tools=[generate_image],system_prompt=(
-    "You will be instructed to generate a number of images of a given subject. Vary the prompt for each generated image to create a variety of options."
+artist = Agent(tools=[generate_image], system_prompt=(
+    "You will be instructed to generate a number of images of a given subject. Vary the prompt for each generated image to create a variety of options. "
     "Your final output must contain ONLY a comma-separated list of the filesystem paths of generated images."
 ))
 
 
 
-critic = Agent(tools=[image_reader],system_prompt=(
-    "You will be provided with a list of filesystem paths, each containing an image."
-    "Describe each image, and then choose which one is best."
-    "Your final line of output must be as follows:"
+critic = Agent(tools=[image_reader], system_prompt=(
+    "You will be provided with a list of filesystem paths, each containing an image. "
+    "Describe each image, and then choose which one is best. "
+    "Your final line of output must be as follows: "
     "FINAL DECISION: <path to final decision image>"
 ))