diff --git a/docs/source/guides/state.rst b/docs/source/guides/state.rst
index 7cc6b20a..3f875ce1 100644
--- a/docs/source/guides/state.rst
+++ b/docs/source/guides/state.rst
@@ -165,7 +165,7 @@ Then set the environment variable before running Plano:
    ./plano
 
 .. warning::
-   **Special Characters in Passwords**: If your password contains special characters like ``#``, ``@``, or ``&``, you must URL-encode them in the connection string. For example, ``MyPass#123`` becomes ``MyPass%23123``.
+   **Special Characters in Passwords**: If your password contains special characters like ``#``, ``@``, or ``&``, you must URL-encode them in the connection string. For example, ``P@ss#123`` becomes ``P%40ss%23123``.
 
 Supabase Connection Strings
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
@@ -202,14 +202,14 @@ Use the direct connection (port 5432):
 
    state_storage:
      type: postgres
-     connection_string: "postgresql://postgres.myproject:$DB_PASSWORD@aws-0-us-west-2.pooler.supabase.com:5432/postgres"
+     connection_string: "postgresql://postgres.[YOUR-PROJECT-REF]:$DB_PASSWORD@aws-0-[REGION].pooler.supabase.com:5432/postgres"
 
 Then set the environment variable:
 
 .. code-block:: bash
 
-   # If your password is "MyPass#123", encode it as "MyPass%23123"
-   export DB_PASSWORD="MyPass%23123"
+   # If your password is "P@ss#123", encode it as "P%40ss%23123"
+   export DB_PASSWORD="<your-url-encoded-password>"
 
 Troubleshooting
 ---------------
diff --git a/docs/source/resources/db_setup/README.md b/docs/source/resources/db_setup/README.md
index 34aff973..2936d1d6 100644
--- a/docs/source/resources/db_setup/README.md
+++ b/docs/source/resources/db_setup/README.md
@@ -64,8 +64,8 @@ After setting up the database table, configure your application to use Supabase
 
 **Example:**
 ```bash
-# If your password is "MyPass#123", encode it as "MyPass%23123"
-export DATABASE_URL="postgresql://postgres.myproject:MyPass%23123@aws-0-us-west-2.pooler.supabase.com:5432/postgres"
+# If your password is "P@ss#123", encode it as "P%40ss%23123"
+export DATABASE_URL="postgresql://postgres.[YOUR-PROJECT-REF]:<your-url-encoded-password>@aws-0-[REGION].pooler.supabase.com:5432/postgres"
 ```
 
 ### Testing the Connection
diff --git a/docs/source/resources/includes/agents/flights.py b/docs/source/resources/includes/agents/flights.py
index 69c93f25..069f06dd 100644
--- a/docs/source/resources/includes/agents/flights.py
+++ b/docs/source/resources/includes/agents/flights.py
@@ -28,7 +28,7 @@ EXTRACTION_MODEL = "openai/gpt-4o-mini"
 
 # FlightAware AeroAPI configuration
 AEROAPI_BASE_URL = "https://aeroapi.flightaware.com/aeroapi"
-AEROAPI_KEY = os.getenv("AEROAPI_KEY", "ESVFX7TJLxB7OTuayUv0zTQBryA3tOPr")
+AEROAPI_KEY = os.getenv("AEROAPI_KEY")
 
 # HTTP client for API calls
 http_client = httpx.AsyncClient(timeout=30.0)