diff --git a/search_github_files/README.md b/search_github_files/README.md
index 8ea65a8..d74e571 100644
--- a/search_github_files/README.md
+++ b/search_github_files/README.md
@@ -1,6 +1,6 @@
 # Quickstart: Searching GitHub files with Spice
 
-## Prerequistes 
+## Prerequistes
  - Ensure you have the Spice CLI installed. Follow the [Getting Started](https://docs.spiceai.org/getting-started) if you haven't done so.
  - Populate `.env`.
    - `GITHUB_TOKEN`: With a [personal access token](https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens#creating-a-personal-access-token-classic).
@@ -34,7 +34,7 @@ Result:
 
 ## Utilizing Vector-Based Search
 
-1. In the `spicepod.yaml`, uncomment the `datasets[0].embeddings`.
+1. In the `spicepod.yaml`, uncomment the `datasets[0].columns[0].embeddings`.
 2. Restart the spiced.
 3. Perform a basic search
 ```shell
@@ -82,7 +82,7 @@ Result:
 
 ### Additional Configuration - Chunking
 
-1. Update the spicepod `datasets[0].embeddings.chunking.enabled: true`.
+1. Update the spicepod `datasets[0].columns[0].embeddings.chunking.enabled: true`.
 2. Restart the spiced.
 3. Rerun the search
 ```shell
diff --git a/search_github_files/spicepod.yaml b/search_github_files/spicepod.yaml
index b74c62f..e26201c 100644
--- a/search_github_files/spicepod.yaml
+++ b/search_github_files/spicepod.yaml
@@ -11,22 +11,22 @@ models:
 embeddings:
   - name: local_embedding_model
     from: huggingface:huggingface.co/sentence-transformers/all-MiniLM-L6-v2
-    
+
 datasets:
   - from: github:github.com/spiceai/spiceai/files/trunk
     name: spiceai.files
     params:
       github_token: ${secrets:GITHUB_TOKEN}
-      include: 'docs/**/*.md'
+      include: "docs/**/*.md"
     acceleration:
       enabled: true
-    # embeddings:
-    #   - column: content
-    #     use: local_embedding_model
-    #     column_pk:
-    #       - path
-    #     chunking:
-    #       enabled: false
-    #       target_chunk_size: 256
-    #       overlap_size: 64
-    #       file_format: md
+    columns:
+      - name: content
+        # embeddings:
+        #   - from: local_embedding_model
+        #     row_id: path
+        #     chunking:
+        #       enabled: false
+        #       target_chunk_size: 256
+        #       overlap_size: 64
+        #       file_format: md