diff --git a/examples/chatgpt/gpt_actions_library/gpt_action_redshift.ipynb b/examples/chatgpt/gpt_actions_library/gpt_action_redshift.ipynb
index d476e01..4478649 100644
--- a/examples/chatgpt/gpt_actions_library/gpt_action_redshift.ipynb
+++ b/examples/chatgpt/gpt_actions_library/gpt_action_redshift.ipynb
@@ -567,7 +567,7 @@
     "\n",
     "You now have deployed a GPT that uses a middleware in AWS, in an authenticated manner, that's able to connect to Redsfhit. Users with access (that are in Cognito) can now query your databases to perform data analysis task:\n",
     "\n",
-    "![../../../images/chatgpt/redshift_gpt.png](../../../images/chatgpt/redshift_gpt.png)\n"
+    "![../../../images/redshift_gpt.png](../../../images/redshift_gpt.png)\n"
    ]
   }
  ],
diff --git a/examples/chatgpt/gpt_actions_library/gpt_action_snowflake_direct.ipynb b/examples/chatgpt/gpt_actions_library/gpt_action_snowflake_direct.ipynb
index e6a7b19..3171806 100644
--- a/examples/chatgpt/gpt_actions_library/gpt_action_snowflake_direct.ipynb
+++ b/examples/chatgpt/gpt_actions_library/gpt_action_snowflake_direct.ipynb
@@ -304,7 +304,7 @@
    "metadata": {},
    "source": [
     "\n",
-    "![../../../images/chatgpt/snowflake_direct_oauth.png](../../../images/chatgpt/snowflake_direct_oauth.png)"
+    "![../../../images/snowflake_direct_oauth.png](../../../images/snowflake_direct_oauth.png)"
    ]
   },
   {
diff --git a/examples/chatgpt/gpt_actions_library/gpt_middleware_aws_function.ipynb b/examples/chatgpt/gpt_actions_library/gpt_middleware_aws_function.ipynb
index 8210859..d51b17b 100644
--- a/examples/chatgpt/gpt_actions_library/gpt_middleware_aws_function.ipynb
+++ b/examples/chatgpt/gpt_actions_library/gpt_middleware_aws_function.ipynb
@@ -203,7 +203,7 @@
     "\n",
     "Once you have this deployed, you can go check out the application on AWS Lambda:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_1.png](../../../images/chatgpt/aws_lambda_1.png)\n",
+    "![../../../images/aws_lambda_1.png](../../../images/aws_lambda_1.png)\n",
     "\n",
     "You can confirm that the function is not reachable unless authenticated by running a curl command without any authentication:\n",
     "\n",
@@ -239,35 +239,35 @@
     "\n",
     "Let's now make sure we create a webpage/domain on which we can log-in. Go to AWS Cognito, select the newly created user pool & go to App Integration tab:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_3.png](../../../images/chatgpt/aws_lambda_3.png)\n",
+    "![../../../images/aws_lambda_3.png](../../../images/aws_lambda_3.png)\n",
     "\n",
     "Create a Cognito Domain by clicking on \"Domains\" then \"Create Cognito Domain\"\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_8.png](../../../images/chatgpt/aws_lambda_8.png)\n",
+    "![../../../images/aws_lambda_8.png](../../../images/aws_lambda_8.png)\n",
     "\n",
     "Scroll down to `App client list` on the App Integration page of your User Pool:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_9.png](../../../images/chatgpt/aws_lambda_9.png)\n",
+    "![../../../images/aws_lambda_9.png](../../../images/aws_lambda_9.png)\n",
     "\n",
     "Select your app client and edit the Hosted UI:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_10.png](../../../images/chatgpt/aws_lambda_10.png)\n",
+    "![../../../images/aws_lambda_10.png](../../../images/aws_lambda_10.png)\n",
     "\n",
     "And add a callback URL, Authorization Scheme and OAuth scope:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_11.png](../../../images/chatgpt/aws_lambda_11.png)\n",
+    "![../../../images/aws_lambda_11.png](../../../images/aws_lambda_11.png)\n",
     "\n",
     "_Note that you'll come back to this step when ChatGPT will generate a callback URL for the authentication of your action. The postman URL, should be used only for development purpose._\n",
     "\n",
     "You can try this connection in Postman, under Authorization for your `<api_url>`, copy/paste the value from AWS for the client_id, client_secret and the URL you set up for the auth domain, make sure to add `openid` in the scope to get a valid access_token:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_12.png](../../../images/chatgpt/aws_lambda_12.png)\n",
+    "![../../../images/aws_lambda_12.png](../../../images/aws_lambda_12.png)\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_13.png](../../../images/chatgpt/aws_lambda_13.png)\n",
+    "![../../../images/aws_lambda_13.png](../../../images/aws_lambda_13.png)\n",
     "\n",
     "If you're now doing the request on Postman, using the access_token you just retrieve, you'll get a success JSON returned:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_14.png](../../../images/chatgpt/aws_lambda_14.png)"
+    "![../../../images/aws_lambda_14.png](../../../images/aws_lambda_14.png)"
    ]
   },
   {
@@ -320,13 +320,13 @@
     "Click on Authentication > OAuth.\n",
     "We'll now need to fetch AWS Cognito's variables. Let's go on your User Pool > User Pool App Client. From there you can retrieve your client ID and client Secret.\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_15.png](../../../images/chatgpt/aws_lambda_15.png)\n",
+    "![../../../images/aws_lambda_15.png](../../../images/aws_lambda_15.png)\n",
     "\n",
     "Copy paste those values in ChatGPT. Now let's add the Token URLs.\n",
     "\n",
     "From your User Pool you'll find the URL you've previously created for the hosted domain.\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_16.png](../../../images/chatgpt/aws_lambda_16.png)\n",
+    "![../../../images/aws_lambda_16.png](../../../images/aws_lambda_16.png)\n",
     "\n",
     "We'll take this URL and append [AWS routes for OAuth](https://docs.aws.amazon.com/cognito/latest/developerguide/federation-endpoints.html).\n",
     "\n",
@@ -351,11 +351,11 @@
    "source": [
     "Now go back on your GPT (moving out of the action subview), and you'll see a callback URL provided by ChatGPT for the Authentication:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_17.png](../../../images/chatgpt/aws_lambda_17.png)\n",
+    "![../../../images/aws_lambda_17.png](../../../images/aws_lambda_17.png)\n",
     "\n",
     "Get this URL and edit the hosted UI of your User Pool App client & save the changes:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_18.png](../../../images/chatgpt/aws_lambda_18.png)"
+    "![../../../images/aws_lambda_18.png](../../../images/aws_lambda_18.png)"
    ]
   },
   {
@@ -371,13 +371,13 @@
    "source": [
     "You can now test this action again:\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_19.png](../../../images/chatgpt/aws_lambda_19.png)\n",
+    "![../../../images/aws_lambda_19.png](../../../images/aws_lambda_19.png)\n",
     "\n",
     "You will be redirected to AWS Cognito page, which you can log-in in using the credentials previously set-up.\n",
     "\n",
     "If you now ask the GPT to run the same action, it will answer correctly as you're now authenticated and able to run this function!\n",
     "\n",
-    "![../../../images/chatgpt/aws_lambda_20.png](../../../images/chatgpt/aws_lambda_20.png)"
+    "![../../../images/aws_lambda_20.png](../../../images/aws_lambda_20.png)"
    ]
   },
   {
diff --git a/images/chatgpt/aws_lambda_1.png b/images/aws_lambda_1.png
similarity index 100%
rename from images/chatgpt/aws_lambda_1.png
rename to images/aws_lambda_1.png
diff --git a/images/chatgpt/aws_lambda_10.png b/images/aws_lambda_10.png
similarity index 100%
rename from images/chatgpt/aws_lambda_10.png
rename to images/aws_lambda_10.png
diff --git a/images/chatgpt/aws_lambda_11.png b/images/aws_lambda_11.png
similarity index 100%
rename from images/chatgpt/aws_lambda_11.png
rename to images/aws_lambda_11.png
diff --git a/images/chatgpt/aws_lambda_12.png b/images/aws_lambda_12.png
similarity index 100%
rename from images/chatgpt/aws_lambda_12.png
rename to images/aws_lambda_12.png
diff --git a/images/chatgpt/aws_lambda_13.png b/images/aws_lambda_13.png
similarity index 100%
rename from images/chatgpt/aws_lambda_13.png
rename to images/aws_lambda_13.png
diff --git a/images/chatgpt/aws_lambda_14.png b/images/aws_lambda_14.png
similarity index 100%
rename from images/chatgpt/aws_lambda_14.png
rename to images/aws_lambda_14.png
diff --git a/images/chatgpt/aws_lambda_15.png b/images/aws_lambda_15.png
similarity index 100%
rename from images/chatgpt/aws_lambda_15.png
rename to images/aws_lambda_15.png
diff --git a/images/chatgpt/aws_lambda_16.png b/images/aws_lambda_16.png
similarity index 100%
rename from images/chatgpt/aws_lambda_16.png
rename to images/aws_lambda_16.png
diff --git a/images/chatgpt/aws_lambda_17.png b/images/aws_lambda_17.png
similarity index 100%
rename from images/chatgpt/aws_lambda_17.png
rename to images/aws_lambda_17.png
diff --git a/images/chatgpt/aws_lambda_18.png b/images/aws_lambda_18.png
similarity index 100%
rename from images/chatgpt/aws_lambda_18.png
rename to images/aws_lambda_18.png
diff --git a/images/chatgpt/aws_lambda_19.png b/images/aws_lambda_19.png
similarity index 100%
rename from images/chatgpt/aws_lambda_19.png
rename to images/aws_lambda_19.png
diff --git a/images/chatgpt/aws_lambda_20.png b/images/aws_lambda_20.png
similarity index 100%
rename from images/chatgpt/aws_lambda_20.png
rename to images/aws_lambda_20.png
diff --git a/images/chatgpt/aws_lambda_3.png b/images/aws_lambda_3.png
similarity index 100%
rename from images/chatgpt/aws_lambda_3.png
rename to images/aws_lambda_3.png
diff --git a/images/chatgpt/aws_lambda_4.png b/images/aws_lambda_4.png
similarity index 100%
rename from images/chatgpt/aws_lambda_4.png
rename to images/aws_lambda_4.png
diff --git a/images/chatgpt/aws_lambda_8.png b/images/aws_lambda_8.png
similarity index 100%
rename from images/chatgpt/aws_lambda_8.png
rename to images/aws_lambda_8.png
diff --git a/images/chatgpt/aws_lambda_9.png b/images/aws_lambda_9.png
similarity index 100%
rename from images/chatgpt/aws_lambda_9.png
rename to images/aws_lambda_9.png
diff --git a/images/chatgpt/redshift_gpt.png b/images/redshift_gpt.png
similarity index 100%
rename from images/chatgpt/redshift_gpt.png
rename to images/redshift_gpt.png
diff --git a/images/chatgpt/snowflake_direct_oauth.png b/images/snowflake_direct_oauth.png
similarity index 100%
rename from images/chatgpt/snowflake_direct_oauth.png
rename to images/snowflake_direct_oauth.png