diff --git a/adk/concepts/knowledge.mdx b/adk/concepts/knowledge.mdx
index 5e718d31..90810d5d 100644
--- a/adk/concepts/knowledge.mdx
+++ b/adk/concepts/knowledge.mdx
@@ -123,7 +123,7 @@ export default new Knowledge({
 Index files from a local directory (development only):
 
 ```typescript
-const FileSource = DataSource.Directory.fromPath("./docs", {
+const FileSource = DataSource.Directory.fromPath("/src/knowledge/docs", {
   filter: (filePath) => filePath.endsWith(".md") || filePath.endsWith(".txt"),
 });
 
diff --git a/integrations/integration-guides/improvement.mdx b/integrations/integration-guides/improvement.mdx
index acccf5d6..08856330 100644
--- a/integrations/integration-guides/improvement.mdx
+++ b/integrations/integration-guides/improvement.mdx
@@ -4,10 +4,9 @@ description: Provide feedback on specific LLMz iterations to improve future conv
 icon: '/integrations/integration-guides/assets/icons/improvement.svg'
 ---
 
+The Improvement integration lets you provide feedback on specific LLMz
 
 <Warning>
-Early Beta
-
 The Improvement integration is in beta and shouldn't be used in production or critical Workflows. We encourage testing in non-production environments and welcome your feedback to improve its stability and functionality.
 
 Each stored iteration uses your Workspace's Table Rows quota, and may demonstrate increased usage.