diff --git a/.gitignore b/.gitignore
index 5c4816f..2565c32 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,4 @@
+mynotes.md
 # Byte-compiled / optimized / DLL files
 __pycache__/
 *.py[cod]
diff --git a/bedrock-chat-with-pdf/Admin/admin.py b/bedrock-chat-with-pdf/Admin/admin.py
index 9dc6087..cee199a 100644
--- a/bedrock-chat-with-pdf/Admin/admin.py
+++ b/bedrock-chat-with-pdf/Admin/admin.py
@@ -6,10 +6,11 @@
 ## s3_client
 s3_client = boto3.client("s3")
 BUCKET_NAME = os.getenv("BUCKET_NAME")
+REGION = os.getenv("REGION")
 
 ## Bedrock
-from langchain_community.embeddings import BedrockEmbeddings
-
+#from langchain_community.embeddings import BedrockEmbeddings
+from langchain_aws import BedrockEmbeddings
 ## Text Splitter
 from langchain.text_splitter import RecursiveCharacterTextSplitter
 
@@ -19,8 +20,8 @@
 ## import FAISS
 from langchain_community.vectorstores import FAISS
 
-bedrock_client = boto3.client(service_name="bedrock-runtime")
-bedrock_embeddings = BedrockEmbeddings(model_id="amazon.titan-embed-text-v1", client=bedrock_client)
+bedrock_client = boto3.client(service_name="bedrock-runtime", region_name=REGION)
+bedrock_embeddings = BedrockEmbeddings(model_id="amazon.titan-embed-text-v2:0", client=bedrock_client)
 
 def get_unique_id():
     return str(uuid.uuid4())
diff --git a/bedrock-chat-with-pdf/Admin/requirements.txt b/bedrock-chat-with-pdf/Admin/requirements.txt
index 3637850..0d9975e 100644
--- a/bedrock-chat-with-pdf/Admin/requirements.txt
+++ b/bedrock-chat-with-pdf/Admin/requirements.txt
@@ -1,5 +1,7 @@
 streamlit
 pypdf
 langchain
+langchain_community
+langchain-aws
 faiss-cpu
 boto3
\ No newline at end of file
diff --git a/bedrock-chat-with-pdf/User/app.py b/bedrock-chat-with-pdf/User/app.py
index 26abfee..ac217c5 100644
--- a/bedrock-chat-with-pdf/User/app.py
+++ b/bedrock-chat-with-pdf/User/app.py
@@ -6,11 +6,13 @@
 ## s3_client
 s3_client = boto3.client("s3")
 BUCKET_NAME = os.getenv("BUCKET_NAME")
+REGION = os.getenv("REGION")
 
 ## Bedrock
-from langchain_community.embeddings import BedrockEmbeddings
-from langchain.llms.bedrock import Bedrock
-
+#from langchain_community.embeddings import BedrockEmbeddings
+from langchain_aws import BedrockEmbeddings
+#from langchain.llms.bedrock import Bedrock
+from langchain_aws import ChatBedrock
 ## prompt and chain
 from langchain.prompts import PromptTemplate
 from langchain.chains import RetrievalQA
@@ -24,8 +26,9 @@
 ## import FAISS
 from langchain_community.vectorstores import FAISS
 
-bedrock_client = boto3.client(service_name="bedrock-runtime")
-bedrock_embeddings = BedrockEmbeddings(model_id="amazon.titan-embed-text-v1", client=bedrock_client)
+
+bedrock_client = boto3.client(service_name="bedrock-runtime", region_name=REGION)
+bedrock_embeddings = BedrockEmbeddings(model_id="amazon.titan-embed-text-v2:0", client=bedrock_client)
 
 folder_path="/tmp/"
 
@@ -38,8 +41,14 @@ def load_index():
     s3_client.download_file(Bucket=BUCKET_NAME, Key="my_faiss.pkl", Filename=f"{folder_path}my_faiss.pkl")
 
 def get_llm():
-    llm=Bedrock(model_id="anthropic.claude-v2:1", client=bedrock_client,
-                model_kwargs={'max_tokens_to_sample': 512})
+    llm = ChatBedrock(
+    client=bedrock_client,
+    model_id="anthropic.claude-3-haiku-20240307-v1:0",
+    )
+#     llm = BedrockChat(
+#     client=bedrock_client,
+#     model_id="anthropic.claude-3-haiku-20240307-v1:0",
+# )
     return llm
 
 # get_response()
@@ -70,7 +79,8 @@ def get_response(llm,vectorstore, question ):
     return_source_documents=True,
     chain_type_kwargs={"prompt": PROMPT}
 )
-    answer=qa({"query":question})
+    #answer=qa({"query":question})
+    answer = qa.invoke({"query": question})
     return answer['result']
 
 
diff --git a/bedrock-chat-with-pdf/User/requirements.txt b/bedrock-chat-with-pdf/User/requirements.txt
index c4cbbc8..3e877f2 100644
--- a/bedrock-chat-with-pdf/User/requirements.txt
+++ b/bedrock-chat-with-pdf/User/requirements.txt
@@ -1,4 +1,6 @@
 streamlit
 langchain
+langchain_community
+langchain-aws
 faiss-cpu
 boto3
\ No newline at end of file