diff --git a/README.md b/README.md
index 266841f8..0614f0d4 100644
--- a/README.md
+++ b/README.md
@@ -45,7 +45,6 @@ Flo AI is a Python framework that makes building production-ready AI agents and
 - 🧠 **LLM-Powered Routing**: Intelligent routing decisions made by LLMs, no code required
 - 🔧 **Flexible**: Use pre-built components or create your own
 - 🤝 **Team-Oriented**: Create and manage teams of AI agents working together
-- 🔄 **Langchain Compatible**: Works with all your favorite Langchain tools
 - 📊 **OpenTelemetry Integration**: Built-in observability with automatic instrumentation
 
 ## 📖 Table of Contents
@@ -587,14 +586,6 @@ We love your input! Check out our [Contributing Guide](CONTRIBUTING.md) to get s
 
 Flo AI is [MIT Licensed](LICENSE).
 
-## 🙏 Acknowledgments
-
-Built with ❤️ using:
-- [LangChain](https://github.com/hwchase17/langchain)
-- [Pydantic](https://github.com/pydantic/pydantic)
-- [OpenAI](https://openai.com/)
-- [Anthropic](https://www.anthropic.com/)
-
 ---
 
 <div align="center">
diff --git a/documentation/index.mdx b/documentation/index.mdx
index 62327310..06d7dee4 100644
--- a/documentation/index.mdx
+++ b/documentation/index.mdx
@@ -27,11 +27,11 @@ Flo AI is a Python framework that makes building production-ready AI agents and
     Build complex AI systems by combining smaller, reusable components.
   </Card>
   <Card
-    title="🏗️ Production-Ready"
+    title="🏗️ Built-in observability"
     icon="shield-check"
-    href="/essentials/production"
+    href="/essentials/telemetry"
   >
-    Built-in best practices and optimizations for production deployments.
+    Built-in observability for production deployments.
   </Card>
   <Card
     title="📝 YAML-First"