diff --git a/README.md b/README.md
index 5ddc262..4b3a12d 100644
--- a/README.md
+++ b/README.md
@@ -172,6 +172,13 @@ Follow these steps to run the application:
 https://stackoverflow.com/questions/74515846/error-could-not-install-packages-due-to-an-oserror-errno-28-no-space-left-on
 https://github.com/pypa/pip/issues/7745#issuecomment-587296318
 
+6. **SSH AWS**
+
+   ```shell
+   chmod 400 /path/to/your-key.pem && \
+   ssh -i /path/to/your-key.pem username@public-ip
+   ```
+
 ## Usage
 
 1. Upload one or more invoice images or PDF files using the file uploader interface.
diff --git a/requirements-cpu.txt b/requirements-cpu.txt
index 5f8340c..3c2d9ff 100644
--- a/requirements-cpu.txt
+++ b/requirements-cpu.txt
@@ -22,4 +22,5 @@ python-multipart
 pytz
 llama_index
 llama-index-llms-ollama
-python-jose
\ No newline at end of file
+python-jose
+python-Levenshtein
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 495c537..439aa89 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -28,4 +28,5 @@ rank_bm25
 fuzzywuzzy
 ldap3
 python-multipart
-python-jose
\ No newline at end of file
+python-jose
+python-Levenshtein
\ No newline at end of file