diff --git a/README.md b/README.md
index 8dfb667d2..a3e3a484b 100644
--- a/README.md
+++ b/README.md
@@ -1,17 +1,22 @@
 <a href="https://boundaryml.com?utm_source=github" target="_blank" rel="noopener noreferrer">
   <picture>
-    <source media="(prefers-color-scheme: dark)" srcset="https://www.boundaryml.com/gloo-ai-square-256.png">
-    <img src="https://www.boundaryml.com/gloo-ai-square-256.png" height="64">
+    <source media="(prefers-color-scheme: dark)" srcset="docs/assets/baml-lamb-white.png">
+    <img src="docs/assets/baml-lamb-white.png" height="64">
   </picture>
   
 </a>
 
 # BAML
 
-**BAML is a domain-specific-language to write and test LLM functions.**
+BAML is a domain-specific-language to write and test LLM functions.
 
 An LLM function is a prompt template with some defined input variables, and a specific output type like a class, enum, union, optional string, etc.
-With BAML you can write and test a complex LLM function in 1/10 of the time it takes to setup a python LLM testing environment.
+
+BAML LLM functions plug into python, TS, and other languages, which makes it easy to focus more on engineering and less on prompting.
+
+BAML outperforms all other current methods of getting structured data, even when using it with GPT3.5. It also outperforms models fine-tuned for tool-use. See the [Berkeley Function Calling Benchmark](https://gorilla.cs.berkeley.edu/leaderboard.html) results. [Read more on our Schema-Aligned Parser](https://www.boundaryml.com/blog/schema-aligned-parsing).
+
+<img src="docs/assets/bfcl-baml.png" width="80%" alt="Boundary Studio">
 
 ## Try it out in the playground -- [PromptFiddle.com](https://promptfiddle.com)
 
@@ -186,7 +191,7 @@ Showcase of applications using BAML
 
 Analyze, label, and trace each request in [Boundary Studio](https://app.boundaryml.com).
 
-<img src="docs/images/v3/pipeline_view.png" width="80%" alt="Boundary Studio">
+<img src="docs/assets/images/v3/pipeline_view.png" width="80%" alt="Boundary Studio">
 
 ## Why not just use an existing Python framework?
 
diff --git a/docs/assets/baml-lamb-white.png b/docs/assets/baml-lamb-white.png
new file mode 100644
index 000000000..f8aa59394
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diff --git a/docs/assets/bfcl-baml.png b/docs/assets/bfcl-baml.png
new file mode 100644
index 000000000..74d8dd944
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diff --git a/docs/assets/favicon.ico b/docs/assets/favicon.ico
new file mode 100644
index 000000000..26297a778
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diff --git a/docs/docs.yml b/docs/docs.yml
index d7c8d75c8..48ec5e6a6 100644
--- a/docs/docs.yml
+++ b/docs/docs.yml
@@ -190,10 +190,10 @@ colors:
     light: "#fefefe"
     # dark: "#14191f"
 logo:
-  light: assets/favicon.png
+  light: assets/favicon.ico
   # dark: assets/favicon.png
   height: 40
-favicon: assets/favicon.png
+favicon: assets/favicon.ico
 css: assets/styles.css
 layout:
   page-width: full
diff --git a/integ-tests/python/pyproject.toml b/integ-tests/python/pyproject.toml
index 5bb12d7af..425ef3fdf 100644
--- a/integ-tests/python/pyproject.toml
+++ b/integ-tests/python/pyproject.toml
@@ -7,7 +7,7 @@ readme = "README.md"
 packages = [{ include = "app" }]
 
 [tool.poetry.dependencies]
-python = "^3.9"
+python = "^3.8"
 # Use client in production
 # baml-py = "^0.14.1"
 ruff = "^0.3.3"
diff --git a/typescript/fiddle-frontend/app/[project_id]/_components/ProjectView.tsx b/typescript/fiddle-frontend/app/[project_id]/_components/ProjectView.tsx
index bd1b02ce1..8115e82e3 100644
--- a/typescript/fiddle-frontend/app/[project_id]/_components/ProjectView.tsx
+++ b/typescript/fiddle-frontend/app/[project_id]/_components/ProjectView.tsx
@@ -142,7 +142,7 @@ const ProjectViewImpl = ({ project }: { project: BAMLProject }) => {
               <div className='flex items-center justify-start h-full pt-0.5 '>
                 <Button asChild variant={'ghost'} className='h-full py-1 gap-x-1 hover:bg-indigo-600'>
                   <Link
-                    href='https://docs.boundaryml.com'
+                    href='https://boundaryml.com'
                     target='_blank'
                     className='text-sm hover:text-foreground text-foreground '
                   >