diff --git a/docs/blog/act-via-code.mdx b/docs/blog/act-via-code.mdx
index 2bb2dec70..3050fe902 100644
--- a/docs/blog/act-via-code.mdx
+++ b/docs/blog/act-via-code.mdx
@@ -2,7 +2,7 @@
 title: "Act via Code"
 icon: "code"
 iconType: "solid"
-description: "The path to fully-automated software engineering"
+description: "Giving agents a more expressive way to act"
 ---
 
 <Frame caption="Voyager (2023) solved agentic tasks with code execution">
diff --git a/docs/building-with-codegen/files-and-directories.mdx b/docs/building-with-codegen/files-and-directories.mdx
index 7ba8fbecd..c5bfb00ca 100644
--- a/docs/building-with-codegen/files-and-directories.mdx
+++ b/docs/building-with-codegen/files-and-directories.mdx
@@ -20,7 +20,7 @@ Codegen provides three primary abstractions for working with your codebase's fil
 
 You typically access files from the [codebase](/api-reference/core/Codebase) object with two APIs:
 
-- [codebase.get_file(...)](/api-reference/core/Codebase#get_file) - Get a file by its path
+- [codebase.get_file(...)](/api-reference/core/Codebase#get-file) - Get a file by its path
 - [codebase.files](/api-reference/core/Codebase#files) - Enables iteration over all files in the codebase
 
 ```python
diff --git a/docs/introduction/overview.mdx b/docs/introduction/overview.mdx
index 97eee13d1..99f93c681 100644
--- a/docs/introduction/overview.mdx
+++ b/docs/introduction/overview.mdx
@@ -67,8 +67,9 @@ pip install codegen
 
 ## What can I do with Codegen?
 
-Codegen enables you to programmatically manipulate code at scale. Here's a visualization of a real-world codebase's function call graph:
+Codegen enables you to programmatically manipulate code with scale and precision.
 
+<Frame caption="Call graph visualization for modal/modal-client">
 <iframe
   width="100%"
   height="500px"
@@ -79,6 +80,7 @@ Codegen enables you to programmatically manipulate code at scale. Here's a visua
     backgroundColor: "#15141b",
   }}
 ></iframe>
+</Frame>
 
 Common use cases include:
 
@@ -113,9 +115,6 @@ Common use cases include:
   </Card>
 </CardGroup>
 
-<Note>
-  Codegen handles complex operations while maintaining correctness - automatically updating imports, references, and dependencies across files.
-</Note>
 
 ## Get Started
 
diff --git a/docs/tutorials/at-a-glance.mdx b/docs/tutorials/at-a-glance.mdx
index 03dda7459..d6ec007dd 100644
--- a/docs/tutorials/at-a-glance.mdx
+++ b/docs/tutorials/at-a-glance.mdx
@@ -18,11 +18,11 @@ Explore our tutorials to learn how to use Codegen for various code transformatio
     Generate interactive visualizations of your codebase's structure, dependencies, and relationships.
   </Card>
   <Card
-    title="Generate Training Data"
+    title="Mine Training Data"
     icon="robot"
     href="/tutorials/training-data"
   >
-    Create high-quality training data for fine-tuning LLMs on your codebase.
+    Create high-quality training data for LLM pre-training similar to word2vec or node2vec
   </Card>
   <Card
     title="Manage Feature Flags"