diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 0000000..56f02f8
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1,5 @@
+# These owners will be the default owners for everything in
+# the repo. Unless a later match takes precedence,
+# @global-owner1 and @global-owner2 will be requested for
+# review when someone opens a pull request.
+*       @ajosh0504
\ No newline at end of file
diff --git a/docs/30-fireworks-ai/1-create-account.mdx b/docs/30-fireworks-ai/1-create-account.mdx
index 95ec347..68ce6b7 100644
--- a/docs/30-fireworks-ai/1-create-account.mdx
+++ b/docs/30-fireworks-ai/1-create-account.mdx
@@ -6,7 +6,9 @@ In this lab, we will use the _Llama 3 8B Instruct_ model hosted by Fireworks AI.
 
 The easiest way to use this model is via the Fireworks API. But first, you will need to create a Fireworks account.
 
+:::tip
 If you already have an account, you can skip the following steps and continue the workshop from <a href="./create-api-key">**create an API key**</a>
+:::
 
 Start by navigating to the [Fireworks AI homepage](https://fireworks.ai/) and click the purple **Get Started Free** button to create an account.
 
diff --git a/docs/50-prepare-the-data/5-ingest-data.mdx b/docs/50-prepare-the-data/5-ingest-data.mdx
index 656476f..8c36bf0 100644
--- a/docs/50-prepare-the-data/5-ingest-data.mdx
+++ b/docs/50-prepare-the-data/5-ingest-data.mdx
@@ -32,10 +32,8 @@ collection.insert_many(embedded_docs)
 
 To verify that the data has been imported into your MongoDB cluster, navigate to the **Overview** page in the Atlas UI. In the **Clusters section**, select your cluster and click **Browse collections**.
 
-<Screenshot url="https://cloud.mongodb.com" src="img/screenshots/50-agent-tools/3-import-data/1-browse-collections.png" alt="Browse collections" />
+<Screenshot url="https://cloud.mongodb.com" src="img/screenshots/50-prepare-the-data/5-ingest-data/1-browse-collections.png" alt="Browse collections" />
 
-Ensure that you see a database called _mongodb_agents_lab_, and two collections namely _chunked_articles_ and _full_articles_ under it. Note the number and format of documents in both the collections.
+Ensure that you see a database called _mongodb_rag_lab_, and a collection named _knowledge_base_ under it. Note the number and format of documents in the collection.
 
-<Screenshot url="https://cloud.mongodb.com" src="img/screenshots/50-agent-tools/3-import-data/2-chunked-collection.png" alt="Chunked collection" />
-
-<Screenshot url="https://cloud.mongodb.com" src="img/screenshots/50-agent-tools/3-import-data/3-full-collection.png" alt="Full collection" />
\ No newline at end of file
+<Screenshot url="https://cloud.mongodb.com" src="img/screenshots/50-prepare-the-data/5-ingest-data/2-verify-collection.png" alt="Verify collection" />
\ No newline at end of file
diff --git a/docusaurus.config.js b/docusaurus.config.js
index 8c21d43..679849f 100644
--- a/docusaurus.config.js
+++ b/docusaurus.config.js
@@ -97,10 +97,6 @@ const config = {
   favicon: `${favicon}`,
   deploymentBranch: "gh-pages",
   staticDirectories: ["static"],
-  i18n: {
-    defaultLocale: "en",
-    locales: ["en"],
-  },
   customFields: {
     startButtonTitle: `${startButtonTitle}`,
     featureList: featureList,