diff --git a/tools/sdk-ai-bots/Embeddings/embedding/embedding.py b/tools/sdk-ai-bots/Embeddings/embedding/embedding.py
index 5dce2fbfe85..35964295576 100644
--- a/tools/sdk-ai-bots/Embeddings/embedding/embedding.py
+++ b/tools/sdk-ai-bots/Embeddings/embedding/embedding.py
@@ -4,7 +4,8 @@
     SearchField,
     SearchFieldDataType,
     SimpleField,
-    HnswVectorSearchAlgorithmConfiguration
+    HnswAlgorithmConfiguration,
+    VectorSearch
 )
 from azure.core.credentials import AzureKeyCredential
 from azure.search.documents import SearchClient
@@ -71,11 +72,15 @@ def __init__(self):
                 facetable=True,
             )
         ]
-        algorithm = HnswVectorSearchAlgorithmConfiguration(
+        algorithm_configuration = HnswAlgorithmConfiguration(
             name="searchAlgorithm",
+            kind="hnsw",
             parameters={
                 "metric": "cosine",
-            }
+                }
+        )
+        vector_search: VectorSearch = VectorSearch(
+            algorithms=[algorithm_configuration]
         )
         azure_search: AzureSearch = AzureSearch(
             azure_search_endpoint=AZURE_SEARCH_ENDPOINT,
@@ -83,7 +88,7 @@ def __init__(self):
             index_name=AZURE_SEARCH_INDEX_NAME,
             embedding_function=embedding_function,
             fields=fields,
-            algorithm_configurations=[algorithm]
+            vector_search=vector_search
         )
         azure_search_client: SearchClient = SearchClient(
             endpoint=AZURE_SEARCH_ENDPOINT,
diff --git a/tools/sdk-ai-bots/Embeddings/requirements.txt b/tools/sdk-ai-bots/Embeddings/requirements.txt
index fae8977c477..abc1ce1bb34 100644
--- a/tools/sdk-ai-bots/Embeddings/requirements.txt
+++ b/tools/sdk-ai-bots/Embeddings/requirements.txt
@@ -1,6 +1,6 @@
 azure-identity==1.13.0
-azure-search-documents==11.4.0b8
-langchain==0.1.0
+azure-search-documents==11.6.0b2
+langchain==0.1.8
 openai==0.27.8
 tiktoken==0.4.0
 python-dotenv==0.19.1
\ No newline at end of file