diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 1f38504..86d26ad 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -54,7 +54,7 @@ nav:
       - 'sso/google.md'
   - 'Development Guide':
       - 'Local Development': 'dev-guide/local.md'
-      - 'Architecture': 'dev-guide/architecture.md'
+      - 'How it works': 'dev-guide/how-it-works.md'
       - 'Contributing': 'dev-guide/contributing.md'
 
 plugins:
diff --git a/docs/src/dev-guide/architecture.md b/docs/src/dev-guide/how-it-works.md
similarity index 98%
rename from docs/src/dev-guide/architecture.md
rename to docs/src/dev-guide/how-it-works.md
index 01b9a9d..1e88b4a 100644
--- a/docs/src/dev-guide/architecture.md
+++ b/docs/src/dev-guide/how-it-works.md
@@ -1,5 +1,5 @@
-# Nesis Architecture
-The Nessus project is divided into five components.
+# How Nesis Works
+The Nesis project is divided into five components.
 
 1. Frontend - This contains the ReactJS frontend and Node Express server (aka frontend-backend).
 2. API Backend - This is the backend API responsible for handling; 
diff --git a/docs/src/dev-guide/local.md b/docs/src/dev-guide/local.md
index add8edb..e509856 100644
--- a/docs/src/dev-guide/local.md
+++ b/docs/src/dev-guide/local.md
@@ -1,7 +1,7 @@
 # Local Development Guide
 
 This guide walks you through how to start developing Nesis on your local workstation. You can
-get an overview of the components that make up Nesis and its architecture [here](./architecture.md).
+get an overview of the components that make up Nesis and its architecture [here](./how-it-works.md).
 
 ## Prerequisites
 1. We use docker and docker-compose to support our development process. If you don't have docker installed
diff --git a/nesis/rag/requirements.txt b/nesis/rag/requirements.txt
index 2e1a89d..b5599c1 100644
--- a/nesis/rag/requirements.txt
+++ b/nesis/rag/requirements.txt
@@ -13,7 +13,7 @@ gevent==23.9.1
 PyPDF2==3.0.1
 
 chromadb==0.4.24
-Werkzeug==3.0.1
+Werkzeug>=3.0.3
 pandas==2.2.1
 
 injector==0.21.0